1
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Shteinberg O, Agdarov S, Beiderman Y, Bonneh YS, Ziv I, Zalevsky Z. Microsaccades Tracking by Secondary Speckle Pattern Analysis. JOURNAL OF BIOPHOTONICS 2024:e202400184. [PMID: 39246222 DOI: 10.1002/jbio.202400184] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/27/2024] [Revised: 08/13/2024] [Accepted: 08/14/2024] [Indexed: 09/10/2024]
Abstract
Here we propose a not pupil-dependent microsaccades tracking technique and a novel detection method. We present a proof of concept for detecting microsaccades using a non-contact laser-based photonic system recording and processing the temporal changes of speckle patterns scattered from an eye sclera. The data, simultaneously recorded by the speckle-based tracker (SBT) and the video-based eye tracker (Eyelink), was analyzed by the frequently used detection method of Engbert and Kliegl (E&K) and by advanced machine learning detection (MLD) techniques. We detected 93% of microsaccades in the SBT data out of microsaccades detected in the Eyelink data with the E&K method. By utilizing MLD, a precision of 86% was achieved. The findings of our study demonstrate a potential improvement in measuring tiny eye movements, such as microsaccades, using speckle-based eye tracking and, thus, an alternative to video-based eye tracking for detecting microsaccades.
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Affiliation(s)
- Ola Shteinberg
- Faculty of Engineering, Bar-Ilan University, Ramat Gan, Israel
| | - Sergey Agdarov
- Faculty of Engineering, Bar-Ilan University, Ramat Gan, Israel
| | - Yafim Beiderman
- Faculty of Engineering, Bar-Ilan University, Ramat Gan, Israel
| | - Yoram S Bonneh
- School of Optometry and Vision Science, Faculty of Life Science, Bar-Ilan University, Ramat Gan, Israel
- The Leslie and Susan Gonda Multidisciplinary Brain Research Center, Bar-Ilan University, Ramat Gan, Israel
| | - Inbal Ziv
- School of Optometry and Vision Science, Faculty of Life Science, Bar-Ilan University, Ramat Gan, Israel
| | - Zeev Zalevsky
- Faculty of Engineering, Bar-Ilan University, Ramat Gan, Israel
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2
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Zhu L, Chen J, Yang H, Zhou X, Gao Q, Loureiro R, Gao S, Zhao H. Wearable Near-Eye Tracking Technologies for Health: A Review. Bioengineering (Basel) 2024; 11:738. [PMID: 39061820 PMCID: PMC11273595 DOI: 10.3390/bioengineering11070738] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2024] [Revised: 07/12/2024] [Accepted: 07/18/2024] [Indexed: 07/28/2024] Open
Abstract
With the rapid advancement of computer vision, machine learning, and consumer electronics, eye tracking has emerged as a topic of increasing interest in recent years. It plays a key role across diverse domains including human-computer interaction, virtual reality, and clinical and healthcare applications. Near-eye tracking (NET) has recently been developed to possess encouraging features such as wearability, affordability, and interactivity. These features have drawn considerable attention in the health domain, as NET provides accessible solutions for long-term and continuous health monitoring and a comfortable and interactive user interface. Herein, this work offers an inaugural concise review of NET for health, encompassing approximately 70 related articles published over the past two decades and supplemented by an in-depth examination of 30 literatures from the preceding five years. This paper provides a concise analysis of health-related NET technologies from aspects of technical specifications, data processing workflows, and the practical advantages and limitations. In addition, the specific applications of NET are introduced and compared, revealing that NET is fairly influencing our lives and providing significant convenience in daily routines. Lastly, we summarize the current outcomes of NET and highlight the limitations.
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Affiliation(s)
- Lisen Zhu
- HUB of Intelligent Neuro-Engineering, Aspire CREATe, IOMS, Division of Surgery and Interventional Science, University College London, London HA7 4LP, UK; (L.Z.); (J.C.); (H.Y.); (X.Z.); (R.L.)
| | - Jianan Chen
- HUB of Intelligent Neuro-Engineering, Aspire CREATe, IOMS, Division of Surgery and Interventional Science, University College London, London HA7 4LP, UK; (L.Z.); (J.C.); (H.Y.); (X.Z.); (R.L.)
| | - Huixin Yang
- HUB of Intelligent Neuro-Engineering, Aspire CREATe, IOMS, Division of Surgery and Interventional Science, University College London, London HA7 4LP, UK; (L.Z.); (J.C.); (H.Y.); (X.Z.); (R.L.)
- School of Instrumentation and Optoelectronics Engineering, Beihang University, Beijing 100191, China;
| | - Xinkai Zhou
- HUB of Intelligent Neuro-Engineering, Aspire CREATe, IOMS, Division of Surgery and Interventional Science, University College London, London HA7 4LP, UK; (L.Z.); (J.C.); (H.Y.); (X.Z.); (R.L.)
| | - Qihang Gao
- School of Instrumentation and Optoelectronics Engineering, Beihang University, Beijing 100191, China;
| | - Rui Loureiro
- HUB of Intelligent Neuro-Engineering, Aspire CREATe, IOMS, Division of Surgery and Interventional Science, University College London, London HA7 4LP, UK; (L.Z.); (J.C.); (H.Y.); (X.Z.); (R.L.)
| | - Shuo Gao
- School of Instrumentation and Optoelectronics Engineering, Beihang University, Beijing 100191, China;
| | - Hubin Zhao
- HUB of Intelligent Neuro-Engineering, Aspire CREATe, IOMS, Division of Surgery and Interventional Science, University College London, London HA7 4LP, UK; (L.Z.); (J.C.); (H.Y.); (X.Z.); (R.L.)
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3
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Taore A, Tiang M, Dakin SC. (The limits of) eye-tracking with iPads. J Vis 2024; 24:1. [PMID: 38953861 PMCID: PMC11223623 DOI: 10.1167/jov.24.7.1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2023] [Accepted: 04/22/2024] [Indexed: 07/04/2024] Open
Abstract
Applications for eye-tracking-particularly in the clinic-are limited by a reliance on dedicated hardware. Here we compare eye-tracking implemented on an Apple iPad Pro 11" (third generation)-using the device's infrared head-tracking and front-facing camera-with a Tobii 4c infrared eye-tracker. We estimated gaze location using both systems while 28 observers performed a variety of tasks. For estimating fixation, gaze position estimates from the iPad were less accurate and precise than the Tobii (mean absolute error of 3.2° ± 2.0° compared with 0.75° ± 0.43°), but fixation stability estimates were correlated across devices (r = 0.44, p < 0.05). For tasks eliciting saccades >1.5°, estimated saccade counts (r = 0.4-0.73, all p < 0.05) were moderately correlated across devices. For tasks eliciting saccades >8° we observed moderate correlations in estimated saccade speed and amplitude (r = 0.4-0.53, all p < 0.05). We did, however, note considerable variation in the vertical component of estimated smooth pursuit speed from the iPad and a catastrophic failure of tracking on the iPad in 5% to 20% of observers (depending on the test). Our findings sound a note of caution to researchers seeking to use iPads for eye-tracking and emphasize the need to properly examine their eye-tracking data to remove artifacts and outliers.
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Affiliation(s)
- Aryaman Taore
- School of Optometry & Vision Science, The University of Auckland, Auckland, New Zealand
| | - Michelle Tiang
- School of Optometry & Vision Science, The University of Auckland, Auckland, New Zealand
| | - Steven C Dakin
- School of Optometry & Vision Science, The University of Auckland, Auckland, New Zealand
- UCL Institute of Ophthalmology, University College London, London, United Kingdom
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4
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Khademi F, Zhang T, Baumann MP, Malevich T, Yu Y, Hafed ZM. Visual Feature Tuning Properties of Short-Latency Stimulus-Driven Ocular Position Drift Responses during Gaze Fixation. J Neurosci 2024; 44:e1815232024. [PMID: 38302441 PMCID: PMC10977026 DOI: 10.1523/jneurosci.1815-23.2024] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/25/2023] [Revised: 12/23/2023] [Accepted: 01/09/2024] [Indexed: 02/03/2024] Open
Abstract
Ocular position drifts during gaze fixation are significantly less well understood than microsaccades. We recently identified a short-latency ocular position drift response, of ∼1 min arc amplitude, that is triggered within <100 ms by visual onsets. This systematic eye movement response is feature-tuned and seems to be coordinated with a simultaneous resetting of the saccadic system by visual stimuli. However, much remains to be learned about the drift response, especially for designing better-informed neurophysiological experiments unraveling its mechanistic substrates. Here we systematically tested multiple new feature tuning properties of drift responses. Using highly precise eye tracking in three male rhesus macaque monkeys, we found that drift responses still occur for tiny foveal visual stimuli. Moreover, the responses exhibit size tuning, scaling their amplitude (both up and down) as a function of stimulus size, and they also possess a monotonically increasing contrast sensitivity curve. Importantly, short-latency drift responses still occur for small peripheral visual targets, which additionally introduce spatially directed modulations in drift trajectories toward the appearing peripheral stimuli. Drift responses also remain predominantly upward even for stimuli exclusively located in the lower visual field and even when starting gaze position is upward. When we checked the timing of drift responses, we found it was better synchronized to stimulus-induced saccadic inhibition than to stimulus onset. These results, along with a suppression of drift response amplitudes by peristimulus saccades, suggest that drift responses reflect the rapid impacts of short-latency and feature-tuned visual neural activity on final oculomotor control circuitry in the brain.
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Affiliation(s)
- Fatemeh Khademi
- Werner Reichardt Centre for Integrative Neuroscience, Tübingen University, 72076 Tübingen, Germany
- Hertie Institute for Clinical Brain Research, Tübingen University, 72076 Tübingen, Germany
| | - Tong Zhang
- Werner Reichardt Centre for Integrative Neuroscience, Tübingen University, 72076 Tübingen, Germany
- Hertie Institute for Clinical Brain Research, Tübingen University, 72076 Tübingen, Germany
| | - Matthias P Baumann
- Werner Reichardt Centre for Integrative Neuroscience, Tübingen University, 72076 Tübingen, Germany
- Hertie Institute for Clinical Brain Research, Tübingen University, 72076 Tübingen, Germany
| | - Tatiana Malevich
- Werner Reichardt Centre for Integrative Neuroscience, Tübingen University, 72076 Tübingen, Germany
- Hertie Institute for Clinical Brain Research, Tübingen University, 72076 Tübingen, Germany
| | - Yue Yu
- Werner Reichardt Centre for Integrative Neuroscience, Tübingen University, 72076 Tübingen, Germany
- Hertie Institute for Clinical Brain Research, Tübingen University, 72076 Tübingen, Germany
| | - Ziad M Hafed
- Werner Reichardt Centre for Integrative Neuroscience, Tübingen University, 72076 Tübingen, Germany
- Hertie Institute for Clinical Brain Research, Tübingen University, 72076 Tübingen, Germany
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5
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Lee H, Lee SH. Boundary updating as a source of history effect on decision uncertainty. iScience 2023; 26:108314. [PMID: 38026228 PMCID: PMC10665832 DOI: 10.1016/j.isci.2023.108314] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2023] [Revised: 09/27/2023] [Accepted: 10/20/2023] [Indexed: 12/01/2023] Open
Abstract
When sorting a sequence of stimuli into binary classes, current choices are often negatively correlated with recent stimulus history. This phenomenon-dubbed the repulsive bias-can be explained by boundary updating, a process of shifting the class boundary to previous stimuli. This explanation implies that recent stimulus history can also influence "decision uncertainty," the probability of making incorrect decisions, because it depends on the location of the boundary. However, there have been no previous efforts to elucidate the impact of previous stimulus history on decision uncertainty. Here, from the boundary-updating process that accounts for the repulsive bias, we derived a prediction that decision uncertainty increases as current choices become more congruent with previous stimuli. We confirmed this prediction in behavioral, physiological, and neural correlates of decision uncertainty. Our work demonstrates that boundary updating offers a principled account of how previous stimulus history concurrently relates to choice bias and decision uncertainty.
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Affiliation(s)
- Heeseung Lee
- Department of Brain and Cognitive Sciences, Seoul National University, 1 Gwanak-ro, Gwanak-gu, Seoul 08826, Republic of Korea
| | - Sang-Hun Lee
- Department of Brain and Cognitive Sciences, Seoul National University, 1 Gwanak-ro, Gwanak-gu, Seoul 08826, Republic of Korea
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6
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Poletti M. An eye for detail: Eye movements and attention at the foveal scale. Vision Res 2023; 211:108277. [PMID: 37379763 PMCID: PMC10528557 DOI: 10.1016/j.visres.2023.108277] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2023] [Revised: 06/08/2023] [Accepted: 06/08/2023] [Indexed: 06/30/2023]
Abstract
Human vision relies on a tiny region of the retina, the 1-deg foveola, to achieve high spatial resolution. Foveal vision is of paramount importance in daily activities, yet its study is challenging, as eye movements incessantly displace stimuli across this region. Here I will review work that, building on recent advances in eye-tracking and gaze-contingent display, examines how attention and eye movements operate at the foveal level. This research highlights how exploration of fine spatial detail unfolds following visuomotor strategies reminiscent of those occurring at larger scales. It shows that, together with highly precise control of attention, this motor activity is linked to non-homogenous processing within the foveola and selectively modulates sensitivity both in space and time. Overall, the picture emerges of a highly dynamic foveal perception in which fine spatial vision, rather than simply being the result of placing a stimulus at the center of gaze, is the result of a finely tuned and orchestrated synergy of motor, cognitive, and attentional processes.
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Affiliation(s)
- Martina Poletti
- Department of Brain and Cognitive Sciences, University of Rochester, United States; Center for Visual Science, University of Rochester, United States; Department of Neuroscience, University of Rochester, United States.
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7
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Park SY, Holmqvist K, Niehorster DC, Huber L, Virányi Z. How to improve data quality in dog eye tracking. Behav Res Methods 2023; 55:1513-1536. [PMID: 35680764 PMCID: PMC10250523 DOI: 10.3758/s13428-022-01788-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 01/02/2022] [Indexed: 11/08/2022]
Abstract
Pupil-corneal reflection (P-CR) eye tracking has gained a prominent role in studying dog visual cognition, despite methodological challenges that often lead to lower-quality data than when recording from humans. In the current study, we investigated if and how the morphology of dogs might interfere with tracking of P-CR systems, and to what extent such interference, possibly in combination with dog-unique eye-movement characteristics, may undermine data quality and affect eye-movement classification when processed through algorithms. For this aim, we have conducted an eye-tracking experiment with dogs and humans, and investigated incidences of tracking interference, compared how they blinked, and examined how differential quality of dog and human data affected the detection and classification of eye-movement events. Our results show that the morphology of dogs' face and eye can interfere with tracking methods of the systems, and dogs blink less often but their blinks are longer. Importantly, the lower quality of dog data lead to larger differences in how two different event detection algorithms classified fixations, indicating that the results of key dependent variables are more susceptible to choice of algorithm in dog than human data. Further, two measures of the Nyström & Holmqvist (Behavior Research Methods, 42(4), 188-204, 2010) algorithm showed that dog fixations are less stable and dog data have more trials with extreme levels of noise. Our findings call for analyses better adjusted to the characteristics of dog eye-tracking data, and our recommendations help future dog eye-tracking studies acquire quality data to enable robust comparisons of visual cognition between dogs and humans.
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Affiliation(s)
- Soon Young Park
- Comparative Cognition, Messerli Research Institute, University of Veterinary Medicine Vienna, Vienna, Austria.
- Medical University Vienna, Vienna, Austria.
- University of Vienna, Vienna, Austria.
| | - Kenneth Holmqvist
- Institute of Psychology, Nicolaus Copernicus University in Torun, Torun, Poland
- Department of Psychology, Regensburg University, Regensburg, Germany
- Department of Computer Science and Informatics, University of the Free State, Bloemfontein, South Africa
| | - Diederick C Niehorster
- Lund University Humanities Lab and Department of Psychology, Lund University, Lund, Sweden
| | - Ludwig Huber
- Comparative Cognition, Messerli Research Institute, University of Veterinary Medicine Vienna, Vienna, Austria
- Medical University Vienna, Vienna, Austria
- University of Vienna, Vienna, Austria
| | - Zsófia Virányi
- Comparative Cognition, Messerli Research Institute, University of Veterinary Medicine Vienna, Vienna, Austria
- Medical University Vienna, Vienna, Austria
- University of Vienna, Vienna, Austria
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Becker W, Behler A, Vintonyak O, Kassubek J. Patterns of small involuntary fixation saccades (SIFSs) in different neurodegenerative diseases: the role of noise. Exp Brain Res 2023:10.1007/s00221-023-06633-6. [PMID: 37247026 DOI: 10.1007/s00221-023-06633-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2023] [Accepted: 05/09/2023] [Indexed: 05/30/2023]
Abstract
During the attempt to steadily fixate at a single spot, sequences of small involuntary fixation saccades (SIFSs, known also as microsaccades οr intrusions) occur which form spatio-temporal patterns such as square wave jerks (SWJs), a pattern characterised by alternating centrifugal and centripetal movements of similar magnitude. In many neurodegenerative disorders, SIFSs exhibit elevated amplitudes and frequencies. Elevated SIFS amplitudes have been shown to favour the occurrence of SWJs ("SWJ coupling"). We analysed SIFSs in different subject groups comprising both healthy controls (CTR) and patients with amyotrophic lateral sclerosis (ALS) and progressive supranuclear palsy (PSP), i.e. two neurodegenerative diseases with completely different neuropathological basis and different clinical phenotypes. We show that, across these groups, the relations between SIFS amplitude and the relative frequency of SWJ-like patterns and other SIFS characteristics follow a common law. As an explanation, we propose that physiological and technical noise comprises a small, amplitude-independent component that has little effect on large SIFSs, but causes considerable deviations from the intended amplitude and direction of small ones. Therefore, in contrast to large SIFSs, successive small SIFSs have a lower chance to meet the SWJ similarity criteria. In principle, every measurement of SIFSs is affected by an amplitude-independent noise background. Therefore, the dependence of SWJ coupling on SIFS amplitude will probably be encountered in almost any group of subjects. In addition, we find a positive correlation between SIFS amplitude and frequency in ALS, but none in PSP, suggesting that the elevated amplitudes might arise at different sites in the two disorders.
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Affiliation(s)
- Wolfgang Becker
- Section of Neurophysiology, Department of Neurology, University of Ulm, Ulm, Germany.
| | - Anna Behler
- Section of Neurophysiology, Department of Neurology, University of Ulm, Ulm, Germany
- Department of Neurology, University of Ulm, Ulm, Germany
| | - Olga Vintonyak
- Section of Neurophysiology, Department of Neurology, University of Ulm, Ulm, Germany
| | - Jan Kassubek
- Section of Neurophysiology, Department of Neurology, University of Ulm, Ulm, Germany
- Department of Neurology, University of Ulm, Ulm, Germany
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9
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Dilbeck MD, Gentry TN, Economides JR, Horton JC. Quotidian Profile of Vergence Angle in Ambulatory Subjects Monitored With Wearable Eye Tracking Glasses. Transl Vis Sci Technol 2023; 12:17. [PMID: 36780142 PMCID: PMC9927788 DOI: 10.1167/tvst.12.2.17] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2022] [Accepted: 01/17/2023] [Indexed: 02/14/2023] Open
Abstract
Purpose Wearable eye trackers record gaze position as ambulatory subjects navigate their environment. Tobii Pro Glasses 3 were tested to assess their accuracy and precision in the measurement of vergence angle. Methods Four subjects wore the eye tracking glasses, with their head stabilized, while fixating at a series of distances corresponding to vergence demands of: 0.25, 0.50, 1, 2, 4, 8, 16, and 32°. After these laboratory trials were completed, 10 subjects wore the glasses for a prolonged period while carrying out their customary daily pursuits. A vergence profile was compiled for each subject and compared with interpupillary distance. Results In the laboratory, the eye tracking glasses were comparable in accuracy to remote video eye trackers, outputting a mean vergence value within 1° of demand at all angles except 32°. In ambulatory subjects, the glasses were less accurate, due to tracking interruptions and measurement errors, partly mitigated by the application of data filters. Nonetheless, a useful record of vergence behavior was obtained in every subject. Vergence profiles often had a bimodal distribution, reflecting a preponderance of activities at near (mobile phone and computer) or far (driving and walking). As expected, vergence angle correlated with interpupillary distance. Conclusions Wearable eye tracking glasses make it possible to compile a nearly continuous record of vergence angle over hours, which can be correlated with the corresponding visual scene viewed by ambulatory subjects. Translational Relevance This technology provides new insight into the diversity of human ocular motor behavior and may become useful for the diagnosis of disorders that affect vergence function such as: convergence insufficiency, Parkinson disease, and strabismus.
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Affiliation(s)
- Mikayla D. Dilbeck
- Program in Neuroscience, Department of Ophthalmology, University of California, San Francisco, San Francisco, CA, USA
| | - Thomas N. Gentry
- Program in Neuroscience, Department of Ophthalmology, University of California, San Francisco, San Francisco, CA, USA
| | - John R. Economides
- Program in Neuroscience, Department of Ophthalmology, University of California, San Francisco, San Francisco, CA, USA
| | - Jonathan C. Horton
- Program in Neuroscience, Department of Ophthalmology, University of California, San Francisco, San Francisco, CA, USA
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Nyström M, Niehorster DC, Andersson R, Hessels RS, Hooge ITC. The amplitude of small eye movements can be accurately estimated with video-based eye trackers. Behav Res Methods 2023; 55:657-669. [PMID: 35419703 PMCID: PMC10027793 DOI: 10.3758/s13428-021-01780-6] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 12/20/2021] [Indexed: 11/08/2022]
Abstract
Estimating the gaze direction with a digital video-based pupil and corneal reflection (P-CR) eye tracker is challenging partly since a video camera is limited in terms of spatial and temporal resolution, and because the captured eye images contain noise. Through computer simulation, we evaluated the localization accuracy of pupil-, and CR centers in the eye image for small eye rotations (≪ 1 deg). Results highlight how inaccuracies in center localization are related to 1) how many pixels the pupil and CR span in the eye camera image, 2) the method to compute the center of the pupil and CRs, and 3) the level of image noise. Our results provide a possible explanation to why the amplitude of small saccades may not be accurately estimated by many currently used video-based eye trackers. We conclude that eye movements with arbitrarily small amplitudes can be accurately estimated using the P-CR eye-tracking principle given that the level of image noise is low and the pupil and CR span enough pixels in the eye camera, or if localization of the CR is based on the intensity values in the eye image instead of a binary representation.
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Affiliation(s)
- Marcus Nyström
- Lund University Humanities Lab, Lund University, Box 201, SE-221 00, Lund, Sweden.
| | - Diederick C Niehorster
- Lund University Humanities Lab, Lund University, Box 201, SE-221 00, Lund, Sweden
- Department of Psychology, Lund University, Box 201, SE-221 00, Lund, Sweden
| | | | - Roy S Hessels
- Experimental Psychology, Helmholtz Institute, Utrecht University, Heidelberglaan 1, 3584, CS, Utrecht, The Netherlands
| | - Ignace T C Hooge
- Experimental Psychology, Helmholtz Institute, Utrecht University, Heidelberglaan 1, 3584, CS, Utrecht, The Netherlands
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11
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Holmqvist K, Örbom SL, Hooge ITC, Niehorster DC, Alexander RG, Andersson R, Benjamins JS, Blignaut P, Brouwer AM, Chuang LL, Dalrymple KA, Drieghe D, Dunn MJ, Ettinger U, Fiedler S, Foulsham T, van der Geest JN, Hansen DW, Hutton SB, Kasneci E, Kingstone A, Knox PC, Kok EM, Lee H, Lee JY, Leppänen JM, Macknik S, Majaranta P, Martinez-Conde S, Nuthmann A, Nyström M, Orquin JL, Otero-Millan J, Park SY, Popelka S, Proudlock F, Renkewitz F, Roorda A, Schulte-Mecklenbeck M, Sharif B, Shic F, Shovman M, Thomas MG, Venrooij W, Zemblys R, Hessels RS. Eye tracking: empirical foundations for a minimal reporting guideline. Behav Res Methods 2023; 55:364-416. [PMID: 35384605 PMCID: PMC9535040 DOI: 10.3758/s13428-021-01762-8] [Citation(s) in RCA: 52] [Impact Index Per Article: 52.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 11/29/2021] [Indexed: 11/08/2022]
Abstract
In this paper, we present a review of how the various aspects of any study using an eye tracker (such as the instrument, methodology, environment, participant, etc.) affect the quality of the recorded eye-tracking data and the obtained eye-movement and gaze measures. We take this review to represent the empirical foundation for reporting guidelines of any study involving an eye tracker. We compare this empirical foundation to five existing reporting guidelines and to a database of 207 published eye-tracking studies. We find that reporting guidelines vary substantially and do not match with actual reporting practices. We end by deriving a minimal, flexible reporting guideline based on empirical research (Section "An empirically based minimal reporting guideline").
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Affiliation(s)
- Kenneth Holmqvist
- Department of Psychology, Nicolaus Copernicus University, Torun, Poland.
- Department of Computer Science and Informatics, University of the Free State, Bloemfontein, South Africa.
- Department of Psychology, Regensburg University, Regensburg, Germany.
| | - Saga Lee Örbom
- Department of Psychology, Regensburg University, Regensburg, Germany
| | - Ignace T C Hooge
- Experimental Psychology, Helmholtz Institute, Utrecht University, Utrecht, The Netherlands
| | - Diederick C Niehorster
- Lund University Humanities Lab and Department of Psychology, Lund University, Lund, Sweden
| | - Robert G Alexander
- Department of Ophthalmology, SUNY Downstate Health Sciences University, Brooklyn, NY, USA
| | | | - Jeroen S Benjamins
- Experimental Psychology, Helmholtz Institute, Utrecht University, Utrecht, The Netherlands
- Social, Health and Organizational Psychology, Utrecht University, Utrecht, The Netherlands
| | - Pieter Blignaut
- Department of Computer Science and Informatics, University of the Free State, Bloemfontein, South Africa
| | | | - Lewis L Chuang
- Department of Ergonomics, Leibniz Institute for Working Environments and Human Factors, Dortmund, Germany
- Institute of Informatics, LMU Munich, Munich, Germany
| | | | - Denis Drieghe
- School of Psychology, University of Southampton, Southampton, UK
| | - Matt J Dunn
- School of Optometry and Vision Sciences, Cardiff University, Cardiff, UK
| | | | - Susann Fiedler
- Vienna University of Economics and Business, Vienna, Austria
| | - Tom Foulsham
- Department of Psychology, University of Essex, Essex, UK
| | | | - Dan Witzner Hansen
- Machine Learning Group, Department of Computer Science, IT University of Copenhagen, Copenhagen, Denmark
| | | | - Enkelejda Kasneci
- Human-Computer Interaction, University of Tübingen, Tübingen, Germany
| | | | - Paul C Knox
- Department of Eye and Vision Science, Institute of Life Course and Medical Sciences, University of Liverpool, Liverpool, UK
| | - Ellen M Kok
- Department of Education and Pedagogy, Division Education, Faculty of Social and Behavioral Sciences, Utrecht University, Utrecht, The Netherlands
- Department of Online Learning and Instruction, Faculty of Educational Sciences, Open University of the Netherlands, Heerlen, The Netherlands
| | - Helena Lee
- University of Southampton, Southampton, UK
| | - Joy Yeonjoo Lee
- School of Health Professions Education, Faculty of Health, Medicine, and Life Sciences, Maastricht University, Maastricht, The Netherlands
| | - Jukka M Leppänen
- Department of Psychology and Speed-Language Pathology, University of Turku, Turku, Finland
| | - Stephen Macknik
- Department of Ophthalmology, SUNY Downstate Health Sciences University, Brooklyn, NY, USA
| | - Päivi Majaranta
- TAUCHI Research Center, Computing Sciences, Faculty of Information Technology and Communication Sciences, Tampere University, Tampere, Finland
| | - Susana Martinez-Conde
- Department of Ophthalmology, SUNY Downstate Health Sciences University, Brooklyn, NY, USA
| | - Antje Nuthmann
- Institute of Psychology, University of Kiel, Kiel, Germany
| | - Marcus Nyström
- Lund University Humanities Lab, Lund University, Lund, Sweden
| | - Jacob L Orquin
- Department of Management, Aarhus University, Aarhus, Denmark
- Center for Research in Marketing and Consumer Psychology, Reykjavik University, Reykjavik, Iceland
| | - Jorge Otero-Millan
- Herbert Wertheim School of Optometry and Vision Science, University of California, Berkeley, CA, USA
| | - Soon Young Park
- Comparative Cognition, Messerli Research Institute, University of Veterinary Medicine Vienna, Medical University of Vienna, Vienna, Austria
| | - Stanislav Popelka
- Department of Geoinformatics, Palacký University Olomouc, Olomouc, Czech Republic
| | - Frank Proudlock
- The University of Leicester Ulverscroft Eye Unit, Department of Neuroscience, Psychology and Behaviour, University of Leicester, Leicester, UK
| | - Frank Renkewitz
- Department of Psychology, University of Erfurt, Erfurt, Germany
| | - Austin Roorda
- Herbert Wertheim School of Optometry and Vision Science, University of California, Berkeley, CA, USA
| | | | - Bonita Sharif
- School of Computing, University of Nebraska-Lincoln, Lincoln, Nebraska, USA
| | - Frederick Shic
- Center for Child Health, Behavior and Development, Seattle Children's Research Institute, Seattle, WA, USA
- Department of General Pediatrics, University of Washington School of Medicine, Seattle, WA, USA
| | - Mark Shovman
- Eyeviation Systems, Herzliya, Israel
- Department of Industrial Design, Bezalel Academy of Arts and Design, Jerusalem, Israel
| | - Mervyn G Thomas
- The University of Leicester Ulverscroft Eye Unit, Department of Neuroscience, Psychology and Behaviour, University of Leicester, Leicester, UK
| | - Ward Venrooij
- Electrical Engineering, Mathematics and Computer Science (EEMCS), University of Twente, Enschede, The Netherlands
| | | | - Roy S Hessels
- Experimental Psychology, Helmholtz Institute, Utrecht University, Utrecht, The Netherlands
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12
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Gusso MM, Christison-Lagay KL, Zuckerman D, Chandrasekaran G, Kronemer SI, Ding JZ, Freedman NC, Nohama P, Blumenfeld H. More than a feeling: Scalp EEG and eye signals in conscious tactile perception. Conscious Cogn 2022; 105:103411. [PMID: 36156359 DOI: 10.1016/j.concog.2022.103411] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2022] [Revised: 08/22/2022] [Accepted: 08/28/2022] [Indexed: 01/27/2023]
Abstract
Understanding the neural basis of consciousness is a fundamental goal of neuroscience, and sensory perception is often used as a proxy for consciousness in empirical studies. However, most studies rely on reported perception of visual stimuli. Here we present behavior, high density scalp EEG and eye metric recordings collected simultaneously during a novel tactile threshold perception task. We found significant N80, N140 and P300 event related potentials in perceived trials and in perceived versus not perceived trials. Significance was limited to a P100 and P300 in not perceived trials. We also found an increase in pupil diameter and blink rate and a decrease in microsaccade rate following perceived relative to not perceived tactile stimuli. These findings support the use of eye metrics as a measure of physiological arousal associated with conscious perception. Eye metrics may also represent a novel path toward the creation of tactile no-report tasks in the future.
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Affiliation(s)
- Mariana M Gusso
- Departments of Neurology, Yale University School of Medicine, 333 Cedar Street, New Haven, CT 06520, USA; Programa de Pós-Graduação em Tecnologia em Saúde, Pontifícia Universidade Católica do Paraná, R. Imaculada Conceição, 1155, Prado Velho, Curitiba, Paraná 80215-901, Brazil
| | - Kate L Christison-Lagay
- Departments of Neurology, Yale University School of Medicine, 333 Cedar Street, New Haven, CT 06520, USA
| | - David Zuckerman
- Departments of Neurology, Yale University School of Medicine, 333 Cedar Street, New Haven, CT 06520, USA
| | - Ganesh Chandrasekaran
- Departments of Neurology, Yale University School of Medicine, 333 Cedar Street, New Haven, CT 06520, USA
| | - Sharif I Kronemer
- Departments of Neurology, Yale University School of Medicine, 333 Cedar Street, New Haven, CT 06520, USA; Departments of Interdepartmental Neuroscience Program, Yale University School of Medicine, 333 Cedar Street, New Haven, CT 06520, USA
| | - Julia Z Ding
- Departments of Neurology, Yale University School of Medicine, 333 Cedar Street, New Haven, CT 06520, USA
| | - Noah C Freedman
- Departments of Neurology, Yale University School of Medicine, 333 Cedar Street, New Haven, CT 06520, USA
| | - Percy Nohama
- Programa de Pós-Graduação em Tecnologia em Saúde, Pontifícia Universidade Católica do Paraná, R. Imaculada Conceição, 1155, Prado Velho, Curitiba, Paraná 80215-901, Brazil
| | - Hal Blumenfeld
- Departments of Neurology, Yale University School of Medicine, 333 Cedar Street, New Haven, CT 06520, USA; Departments of Interdepartmental Neuroscience Program, Yale University School of Medicine, 333 Cedar Street, New Haven, CT 06520, USA; Departments of Neuroscience, Yale University School of Medicine, 333 Cedar Street, New Haven, CT 06520, USA; Departments of Neurosurgery, Yale University School of Medicine, 333 Cedar Street, New Haven, CT 06520, USA.
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13
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Wagner P, Ho A, Kim J. Estimating 3D spatiotemporal point of regard: a device evaluation. JOURNAL OF THE OPTICAL SOCIETY OF AMERICA. A, OPTICS, IMAGE SCIENCE, AND VISION 2022; 39:1343-1351. [PMID: 36215577 DOI: 10.1364/josaa.457663] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/18/2022] [Accepted: 06/10/2022] [Indexed: 06/16/2023]
Abstract
This paper presents and evaluates a system and method that record spatiotemporal scene information and location of the center of visual attention, i.e., spatiotemporal point of regard (PoR) in ecological environments. A primary research application of the proposed system and method is for enhancing current 2D visual attention models. Current eye-tracking approaches collapse a scene's depth structures to a 2D image, omitting visual cues that trigger important functions of the human visual system (e.g., accommodation and vergence). We combined head-mounted eye-tracking with a miniature time-of-flight camera to produce a system that could be used to estimate the spatiotemporal location of the PoR-the point of highest visual attention-within 3D scene layouts. Maintaining calibration accuracy is a primary challenge for gaze mapping; hence, we measured accuracy repeatedly by matching the PoR to fixated targets arranged within a range of working distances in depth. Accuracy was estimated as the deviation from estimated PoR relative to known locations of scene targets. We found that estimates of 3D PoR had an overall accuracy of approximately 2° omnidirectional mean average error (OMAE) with variation over a 1 h recording maintained within 3.6° OMAE. This method can be used to determine accommodation and vergence cues of the human visual system continuously within habitual environments, including everyday applications (e.g., use of hand-held devices).
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14
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Sasaoka T, Harada T, Sato D, Michida N, Yonezawa H, Takayama M, Nouzawa T, Yamawaki S. Neural basis for anxiety and anxiety-related physiological responses during a driving situation: an fMRI study. Cereb Cortex Commun 2022; 3:tgac025. [PMID: 35854841 PMCID: PMC9279323 DOI: 10.1093/texcom/tgac025] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2022] [Revised: 06/08/2022] [Accepted: 06/11/2022] [Indexed: 11/27/2022] Open
Abstract
Although the exteroceptive and interoceptive prediction of a negative event increases a person’s anxiety in daily life situations, the relationship between the brain mechanism of anxiety and the anxiety-related autonomic response has not been fully understood. In this functional magnetic resonance imaging (fMRI) study, we examined the neural basis of anxiety and anxiety-related autonomic responses in a daily driving situation. Participants viewed a driving video clip in the first-person perspective. During the video clip, participants were presented with a cue to indicate whether a subsequent crash could occur (attention condition) or not (safe condition). Enhanced activities in the anterior insula, bed nucleus of the stria terminalis, thalamus, and periaqueductal gray, and higher sympathetic nerve responses (pupil dilation and peripheral arterial stiffness) were triggered by the attention condition but not with the safe condition. Autonomic response-related functional connectivity was detected in the visual cortex, cerebellum, brainstem, and MCC/PCC with the right anterior insula and its adjacent regions as seed regions. Thus, the right anterior insula and adjacent regions, in collaboration with other regions play a role in eliciting anxiety based on the prediction of negative events, by mediating anxiety-related autonomic responses according to interoceptive information.
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Affiliation(s)
- Takafumi Sasaoka
- Center for Brain, Mind, and KANSEI Sciences Research, Hiroshima University , 1-2-3 Kasumi, Minami-ku, Hiroshima, 734-8551 , Japan
| | - Tokiko Harada
- Center for Brain, Mind, and KANSEI Sciences Research, Hiroshima University , 1-2-3 Kasumi, Minami-ku, Hiroshima, 734-8551 , Japan
| | - Daichi Sato
- Mazda Motor Corporation , 3-1 Shinchi, Fuchu-cho, Aki-gun, Hiroshima, 730-8670 , Japan
| | - Nanae Michida
- Mazda Motor Corporation , 3-1 Shinchi, Fuchu-cho, Aki-gun, Hiroshima, 730-8670 , Japan
| | - Hironobu Yonezawa
- Mazda Motor Corporation , 3-1 Shinchi, Fuchu-cho, Aki-gun, Hiroshima, 730-8670 , Japan
| | - Masatoshi Takayama
- Mazda Motor Corporation , 3-1 Shinchi, Fuchu-cho, Aki-gun, Hiroshima, 730-8670 , Japan
| | - Takahide Nouzawa
- Office of Academic Research and Industry-Academia-Government and Community Collaboration , Hiroshima University, 1-3-2, Kagamiyama, Higashi-Hiroshima, 739-8511 , Japan
| | - Shigeto Yamawaki
- Center for Brain, Mind, and KANSEI Sciences Research, Hiroshima University , 1-2-3 Kasumi, Minami-ku, Hiroshima, 734-8551 , Japan
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15
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Zhuang C, Meidenbauer KL, Kardan O, Stier AJ, Choe KW, Cardenas-Iniguez C, Huppert TJ, Berman MG. Scale invariance in fNIRS as a measurement of cognitive load. Cortex 2022; 154:62-76. [PMID: 35753183 DOI: 10.1016/j.cortex.2022.05.009] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/24/2021] [Revised: 04/29/2022] [Accepted: 05/23/2022] [Indexed: 11/03/2022]
Abstract
Scale invariant neural dynamics are a relatively new but effective means of measuring changes in brain states as a result of varied cognitive load and task difficulty. This study tests whether scale invariance (as measured by the Hurst exponent, H) can be used with functional near-infrared spectroscopy (fNIRS) to quantify cognitive load, paving the way for scale-invariance to be measured in a variety of real-world settings. We analyzed H extracted from the fNIRS time series while participants completed an N-back working memory task. Consistent with what has been demonstrated in fMRI, the current results showed that scale-invariance analysis significantly differentiated between task and rest periods as calculated from both oxy- (HbO) and deoxy-hemoglobin (HbR) concentration changes. Results from both channel-averaged H and a multivariate partial least squares approach (Task PLS) demonstrated higher H during the 1-back task than the 2-back task. These results were stronger for H derived from HbR than from HbO. This suggests that scale-free brain states are a robust signature of cognitive load and not limited by the specific neuroimaging modality employed. Further, as fNIRS is relatively portable and robust to motion-related artifacts, these preliminary results shed light on the promising future of measuring cognitive load in real life settings.
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Affiliation(s)
- Chu Zhuang
- Environmental Neuroscience Lab, Department of Psychology, The University of Chicago, USA
| | - Kimberly L Meidenbauer
- Environmental Neuroscience Lab, Department of Psychology, The University of Chicago, USA.
| | - Omid Kardan
- Environmental Neuroscience Lab, Department of Psychology, The University of Chicago, USA
| | - Andrew J Stier
- Environmental Neuroscience Lab, Department of Psychology, The University of Chicago, USA
| | - Kyoung Whan Choe
- Environmental Neuroscience Lab, Department of Psychology, The University of Chicago, USA; Mansueto Institute for Urban Innovation, The University of Chicago, USA
| | | | - Theodore J Huppert
- Department of Electrical and Computer Engineering, The University of Pittsburgh, USA
| | - Marc G Berman
- Environmental Neuroscience Lab, Department of Psychology, The University of Chicago, USA; Neuroscience Institute, The University of Chicago, USA.
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16
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Burlingham CS, Mirbagheri S, Heeger DJ. A unified model of the task-evoked pupil response. SCIENCE ADVANCES 2022; 8:eabi9979. [PMID: 35442730 PMCID: PMC9020670 DOI: 10.1126/sciadv.abi9979] [Citation(s) in RCA: 15] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/14/2021] [Accepted: 03/04/2022] [Indexed: 06/14/2023]
Abstract
The pupil dilates and reconstricts following task events. It is popular to model this task-evoked pupil response as a linear transformation of event-locked impulses, whose amplitudes are used as estimates of arousal. We show that this model is incorrect and propose an alternative model based on the physiological finding that a common neural input drives saccades and pupil size. The estimates of arousal from our model agreed with key predictions: Arousal scaled with task difficulty and behavioral performance but was invariant to small differences in trial duration. Moreover, the model offers a unified explanation for a wide range of phenomena: entrainment of pupil size and saccades to task timing, modulation of pupil response amplitude and noise with task difficulty, reaction time-dependent modulation of pupil response timing and amplitude, a constrictory pupil response time-locked to saccades, and task-dependent distortion of this saccade-locked pupil response.
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Affiliation(s)
| | - Saghar Mirbagheri
- Graduate Program in Neuroscience, University of Washington, Seattle, WA 98195, USA
| | - David J. Heeger
- Department of Psychology, New York University, New York, NY 10003, USA
- Center for Neural Science, New York University, New York, NY 10003, USA
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17
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Montefusco-Siegmund R, Schwalm M, Rosales Jubal E, Devia C, Egaña JI, Maldonado PE. Alpha EEG Activity and Pupil Diameter Coupling during Inactive Wakefulness in Humans. eNeuro 2022; 9:ENEURO.0060-21.2022. [PMID: 35365504 PMCID: PMC9014982 DOI: 10.1523/eneuro.0060-21.2022] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/11/2021] [Revised: 03/04/2022] [Accepted: 03/10/2022] [Indexed: 12/27/2022] Open
Abstract
Variations in human behavior correspond to the adaptation of the nervous system to different internal and environmental demands. Attention, a cognitive process for weighing environmental demands, changes over time. Pupillary activity, which is affected by fluctuating levels of cognitive processing, appears to identify neural dynamics that relate to different states of attention. In mice, for example, pupil dynamics directly correlate with brain state fluctuations. Although, in humans, alpha-band activity is associated with inhibitory processes in cortical networks during visual processing, and its amplitude is modulated by attention, conclusive evidence linking this narrowband activity to pupil changes in time remains sparse. We hypothesize that, as alpha activity and pupil diameter indicate attentional variations over time, these two measures should be comodulated. In this work, we recorded the electroencephalographic (EEG) and pupillary activity of 16 human subjects who had their eyes fixed on a gray screen for 1 min. Our study revealed that the alpha-band amplitude and the high-frequency component of the pupil diameter covariate spontaneously. Specifically, the maximum alpha-band amplitude was observed to occur ∼300 ms before the peak of the pupil diameter. In contrast, the minimum alpha-band amplitude was noted to occur ∼350 ms before the trough of the pupil diameter. The consistent temporal coincidence of these two measurements strongly suggests that the subject's state of attention, as indicated by the EEG alpha amplitude, is changing moment to moment and can be monitored by measuring EEG together with the diameter pupil.
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Affiliation(s)
- Rodrigo Montefusco-Siegmund
- Instituto de Aparato Locomotor y Rehabilitación, Human Cognitive Neurophysiology and Behaviour Laboratory, Facultad de Medicina, Universidad Austral de Chile, Valdivia, 5111815, Chile
| | - Miriam Schwalm
- Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139
| | - Eduardo Rosales Jubal
- Competence Center for Methodology and Statistics, Luxembourg Institute of Health, Strassen 1445, Luxembourg
| | - Christ Devia
- Biomedical Neuroscience Institute, Facultad de Medicina, Universidad de Chile, Santiago, 8380000, Chile
- Departamento de Neurociencias, Facultad de Medicina, Universidad de Chile, Santiago, 8380000, Chile
| | - José I Egaña
- Departamento de Anestesiología y Medicina Perioperatoria, Facultad de Medicina, Universidad de Chile, Santiago, 8380456, Chile
| | - Pedro E Maldonado
- Biomedical Neuroscience Institute, Facultad de Medicina, Universidad de Chile, Santiago, 8380000, Chile
- Departamento de Neurociencias, Facultad de Medicina, Universidad de Chile, Santiago, 8380000, Chile
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18
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The confounding effects of eye blinking on pupillometry, and their remedy. PLoS One 2021; 16:e0261463. [PMID: 34919586 PMCID: PMC8683032 DOI: 10.1371/journal.pone.0261463] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2021] [Accepted: 12/02/2021] [Indexed: 11/20/2022] Open
Abstract
Pupillometry, thanks to its strong relationship with cognitive factors and recent advancements in measuring techniques, has become popular among cognitive or neural scientists as a tool for studying the physiological processes involved in mental or neural processes. Despite this growing popularity of pupillometry, the methodological understanding of pupillometry is limited, especially regarding potential factors that may threaten pupillary measurements' validity. Eye blinking can be a factor because it frequently occurs in a manner dependent on many cognitive components and induces a pulse-like pupillary change consisting of constriction and dilation with substantive magnitude and length. We set out to characterize the basic properties of this "blink-locked pupillary response (BPR)," including the shape and magnitude of BPR and their variability across subjects and blinks, as the first step of studying the confounding nature of eye blinking. Then, we demonstrated how the dependency of eye blinking on cognitive factors could confound, via BPR, the pupillary responses that are supposed to reflect the cognitive states of interest. By building a statistical model of how the confounding effects of eye blinking occur, we proposed a probabilistic-inference algorithm of de-confounding raw pupillary measurements and showed that the proposed algorithm selectively removed BPR and enhanced the statistical power of pupillometry experiments. Our findings call for attention to the presence and confounding nature of BPR in pupillometry. The algorithm we developed here can be used as an effective remedy for the confounding effects of BPR on pupillometry.
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19
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Bowers NR, Gautier J, Lin S, Roorda A. Fixational eye movements in passive versus active sustained fixation tasks. J Vis 2021; 21:16. [PMID: 34677574 PMCID: PMC8556553 DOI: 10.1167/jov.21.11.16] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/22/2023] Open
Abstract
Human fixational eye movements are so small and precise that high-speed, accurate tools are needed to fully reveal their properties and functional roles. Where the fixated image lands on the retina and how it moves for different levels of visually demanding tasks is the subject of the current study. An Adaptive Optics Scanning Laser Ophthalmoscope (AOSLO) was used to image, track and present a variety of fixation targets (Maltese cross, disk, concentric circles, Vernier and tumbling-E letter) to healthy subjects. During these different passive (static) or active (discriminating) tasks under natural eye motion, the landing position of the target on the retina was tracked in space and time over the retinal image directly with high spatial (<1 arcmin) and temporal (960 Hz) resolution. We computed both the eye motion and the exact trajectory of the fixated target's motion over the retina. We confirmed that compared to passive tasks, active tasks elicited a partial inhibition of microsaccades, leading to longer drift periods compensated by larger corrective saccades. Consequently, the overall fixation stability during active tasks was on average 57% larger than during passive tasks. The preferred retinal locus of fixation was the same for each task and did not coincide with the location of the peak cone density.
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Affiliation(s)
- Norick R Bowers
- Herbert Wertheim School of Optometry and Vision Science, University of California, Berkeley, CA, USA.,
| | - Josselin Gautier
- Herbert Wertheim School of Optometry and Vision Science, University of California, Berkeley, CA, USA.,
| | - Samantha Lin
- Herbert Wertheim School of Optometry and Vision Science, University of California, Berkeley, CA, USA.,
| | - Austin Roorda
- Herbert Wertheim School of Optometry and Vision Science, University of California, Berkeley, CA, USA.,
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20
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Zangrossi A, Cona G, Celli M, Zorzi M, Corbetta M. Visual exploration dynamics are low-dimensional and driven by intrinsic factors. Commun Biol 2021; 4:1100. [PMID: 34535744 PMCID: PMC8448835 DOI: 10.1038/s42003-021-02608-x] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/25/2021] [Accepted: 08/17/2021] [Indexed: 02/08/2023] Open
Abstract
When looking at visual images, the eyes move to the most salient and behaviourally relevant objects. Saliency and semantic information significantly explain where people look. Less is known about the spatiotemporal properties of eye movements (i.e., how people look). We show that three latent variables explain 60% of eye movement dynamics of more than a hundred observers looking at hundreds of different natural images. The first component explaining 30% of variability loads on fixation duration, and it does not relate to image saliency or semantics; it approximates a power-law distribution of gaze steps, an intrinsic dynamic measure, and identifies observers with two viewing styles: static and dynamic. Notably, these viewing styles were also identified when observers look at a blank screen. These results support the importance of endogenous processes such as intrinsic dynamics to explain eye movement spatiotemporal properties.
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Affiliation(s)
- Andrea Zangrossi
- grid.5608.b0000 0004 1757 3470Department of Neuroscience, University of Padova, Padova, Italy ,grid.5608.b0000 0004 1757 3470Padova Neuroscience Center (PNC), University of Padova, Padova, Italy ,grid.428736.cVenetian Institute of Molecular Medicine, VIMM, Padova, Italy
| | - Giorgia Cona
- grid.5608.b0000 0004 1757 3470Padova Neuroscience Center (PNC), University of Padova, Padova, Italy ,grid.5608.b0000 0004 1757 3470Department of General Psychology, University of Padova, Padova, Italy
| | - Miriam Celli
- grid.5608.b0000 0004 1757 3470Padova Neuroscience Center (PNC), University of Padova, Padova, Italy ,grid.428736.cVenetian Institute of Molecular Medicine, VIMM, Padova, Italy
| | - Marco Zorzi
- grid.5608.b0000 0004 1757 3470Department of General Psychology, University of Padova, Padova, Italy ,grid.492797.6IRCCS San Camillo Hospital, Venice, Italy
| | - Maurizio Corbetta
- grid.5608.b0000 0004 1757 3470Department of Neuroscience, University of Padova, Padova, Italy ,grid.5608.b0000 0004 1757 3470Padova Neuroscience Center (PNC), University of Padova, Padova, Italy ,grid.428736.cVenetian Institute of Molecular Medicine, VIMM, Padova, Italy
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21
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Li M, Wu J, Ma W, Zhang Z, Zhang M, Li X, Ling Z, Xu X. Spatiotemporal characteristics of postsaccadic dynamic overshoot in young and elderly subjects. iScience 2021; 24:102764. [PMID: 34308287 PMCID: PMC8283153 DOI: 10.1016/j.isci.2021.102764] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/26/2020] [Revised: 03/14/2021] [Accepted: 06/21/2021] [Indexed: 11/10/2022] Open
Abstract
Saccadic eye movements may not stop steadily but fluctuate briefly, known as saccadic dynamic overshoot (SDO). The reported relationships between SDO and saccadic parameters of main saccade and the effect of aging on SDO are controversial. In addition, it is not clear whether aging-related disease, such as mild cognitive impairment (MCI) and Parkinson disease (PD), causes the specific change of SDO. To address these questions, we analyzed the spatiotemporal features of SDO in young healthy subjects, elderly healthy subjects, and subjects with PD and MCI in three oculomotor tasks. We found two types of SDOs—simple and complex SDO. We confirmed that the frequency and amplitude of SDO were positively correlated with the peak velocity and deceleration of main saccades and increased in elderly subjects; however, they were not significantly different among the three elderly groups. Our results support the previous argument that the oculomotor structure in brainstem and cerebellum directly develop SDO. We classify two types of saccadic dynamic overshoot (SDO): SDOsimple and SDOcomplex Saccades with SDO have higher peak velocity and deceleration than saccades without SDO Elderly subjects show a higher frequency and amplitude of SDO than young subjects Saccades with SDOcomplex occur more frequently in reflexive than voluntary saccades
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Affiliation(s)
- Min Li
- State Key Laboratory of Cognitive Neuroscience and Learning and IDG/McGovern Institute for Brain Research, Division of Psychology, Beijing Normal University, Beijing 100875, China
| | - Junru Wu
- State Key Laboratory of Cognitive Neuroscience and Learning and IDG/McGovern Institute for Brain Research, Division of Psychology, Beijing Normal University, Beijing 100875, China
| | - Wenbo Ma
- State Key Laboratory of Cognitive Neuroscience and Learning and IDG/McGovern Institute for Brain Research, Division of Psychology, Beijing Normal University, Beijing 100875, China
| | - Zhihao Zhang
- State Key Laboratory of Cognitive Neuroscience and Learning and IDG/McGovern Institute for Brain Research, Division of Psychology, Beijing Normal University, Beijing 100875, China
| | - Mingsha Zhang
- State Key Laboratory of Cognitive Neuroscience and Learning and IDG/McGovern Institute for Brain Research, Division of Psychology, Beijing Normal University, Beijing 100875, China
| | - Xuemei Li
- Cadre Medical Department, the 1st Clinical Center, General Hospital of PLA, 28 Fu-Xing Road, Haidian District, Beijing 100853, China
| | - Zhipei Ling
- Department of Neurosurgery, General Hospital of PLA, 28 Fu-Xing Road, Haidian District, Beijing 100853, China
| | - Xin Xu
- Department of Neurosurgery, General Hospital of PLA, 28 Fu-Xing Road, Haidian District, Beijing 100853, China
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22
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Economides JR, Adams DL, Horton JC. Interocular Suppression in Primary Visual Cortex in Strabismus. J Neurosci 2021; 41:5522-5533. [PMID: 33941649 PMCID: PMC8221600 DOI: 10.1523/jneurosci.0044-21.2021] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2021] [Revised: 04/22/2021] [Accepted: 04/27/2021] [Indexed: 11/21/2022] Open
Abstract
People with strabismus acquired during childhood do not experience diplopia (double vision). To investigate how perception of the duplicate image is suppressed, we raised two male monkeys with alternating exotropia by disinserting the medial rectus muscle in each eye at age four weeks. Once the animals were mature, they were brought to the laboratory and trained to fixate a small spot while recordings were made in primary visual cortex (V1). Drifting gratings were presented to the receptive fields of 500 single neurons for eight interleaved conditions: (1) right eye monocular; (2) left eye monocular; (3) right eye's field, right eye fixating; (4) right eye's field, left eye fixating; (5) left eye's field, right eye fixating; (6) left eye's field, left eye fixating; (7) both eyes' fields, right eye fixating; (8) both eyes' fields, left eye fixating. As expected, ocular dominance histograms showed a monocular bias compared with normal animals, but many cells could still be driven via both eyes. Overall, neuronal responses were not affected by switches in ocular fixation. Individual neurons exhibited binocular interactions, but mean population indices indicated no net interocular suppression or facilitation. Even neurons located in cortex with reduced cytochrome oxidase (CO) activity, representing portions of the nasal visual field where perception is suppressed during binocular viewing, showed no net inhibition. These data indicate that V1 neurons do not appear to reflect strabismic suppression and therefore the elimination of diplopia is likely to be mediated at a higher cortical level.SIGNIFICANCE STATEMENT In patients with strabismus, images fall on non-corresponding points in the two retinas. Only one image is perceived, because signals emanating from the other eye that convey the duplicate image are suppressed. The benefit is that diplopia is prevented, but the penalty is that the visual feedback required to adjust eye muscle tone to realign the globes is eliminated. Here, we report the first electrophysiological recordings from the primary visual cortex (V1) in awake monkeys raised with strabismus. The experiments were designed to reveal how perception of double images is avoided.
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Affiliation(s)
- John R Economides
- Program in Neuroscience, Department of Ophthalmology, University of California, San Francisco, California 94143
| | - Daniel L Adams
- Program in Neuroscience, Department of Ophthalmology, University of California, San Francisco, California 94143
| | - Jonathan C Horton
- Program in Neuroscience, Department of Ophthalmology, University of California, San Francisco, California 94143
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Linton P. Does Vergence Affect Perceived Size? Vision (Basel) 2021; 5:33. [PMID: 34206275 PMCID: PMC8293409 DOI: 10.3390/vision5030033] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2020] [Revised: 05/14/2021] [Accepted: 05/24/2021] [Indexed: 11/16/2022] Open
Abstract
Since Kepler (1604) and Descartes (1637), it has been suggested that 'vergence' (the angular rotation of the eyes) plays a key role in size constancy. However, this has never been tested divorced from confounding cues such as changes in the retinal image. In our experiment, participants viewed a target which grew or shrank in size over 5 s. At the same time, the fixation distance specified by vergence was reduced from 50 to 25 cm. The question was whether this change in vergence affected the participants' judgements of whether the target grew or shrank in size? We found no evidence of any effect, and therefore no evidence that eye movements affect perceived size. If this is correct, then our finding has three implications. First, perceived size is much more reliant on cognitive influences than previously thought. This is consistent with the argument that visual scale is purely cognitive in nature (Linton, 2017; 2018). Second, it leads us to question whether the vergence modulation of V1 contributes to size constancy. Third, given the interaction between vergence, proprioception, and the retinal image in the Taylor illusion, it leads us to ask whether this cognitive approach could also be applied to multisensory integration.
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Affiliation(s)
- Paul Linton
- Centre for Applied Vision Research, University of London, Northampton Square, Clerkenwell, London EC1V 0HB, UK
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24
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Parisot K, Zozor S, Guérin-Dugué A, Phlypo R, Chauvin A. Micro-pursuit: A class of fixational eye movements correlating with smooth, predictable, small-scale target trajectories. J Vis 2021; 21:9. [PMID: 33444434 PMCID: PMC7838552 DOI: 10.1167/jov.21.1.9] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022] Open
Abstract
Humans generate ocular pursuit movements when a moving target is tracked throughout the visual field. In this article, we show that pursuit can be generated and measured at small amplitudes, at the scale of fixational eye movements, and tag these eye movements as micro-pursuits. During micro-pursuits, gaze direction correlates with a target's smooth, predictable target trajectory. We measure similarity between gaze and target trajectories using a so-called maximally projected correlation and provide results in three experimental data sets. A first observation of micro-pursuit is provided in an implicit pursuit task, where observers were tasked to maintain their gaze fixed on a static cross at the center of screen, while reporting changes in perception of an ambiguous, moving (Necker) cube. We then provide two experimental paradigms and their corresponding data sets: a first replicating micro-pursuits in an explicit pursuit task, where observers had to follow a moving fixation cross (Cross), and a second with an unambiguous square (Square). Individual and group analyses provide evidence that micro-pursuits exist in both the Necker and Cross experiments but not in the Square experiment. The interexperiment analysis results suggest that the manipulation of stimulus target motion, task, and/or the nature of the stimulus may play a role in the generation of micro-pursuits.
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Affiliation(s)
- Kevin Parisot
- CNRS, Institute of Engineering, GIPSA-lab & LPNC, University of Grenoble Alpes, Grenoble, France., https://scholar.google.fr/citations?user=WjGkMmIAAAAJ&hl=fr&oi=ao
| | - Steeve Zozor
- CNRS, Institute of Engineering, GIPSA-lab, University of Grenoble Alpes, Grenoble, France., http://www.gipsa-lab.grenoble-inp.fr/page_pro.php?vid=86
| | - Anne Guérin-Dugué
- CNRS, Institute of Engineering, GIPSA-lab, University of Grenoble Alpes, Grenoble, France., http://www.gipsa-lab.grenoble-inp.fr/page_pro.php?vid=71
| | - Ronald Phlypo
- CNRS, Institute of Engineering, GIPSA-lab, University of Grenoble Alpes, Grenoble, France., http://www.gipsa-lab.grenoble-inp.fr/page_pro.php?vid=2173
| | - Alan Chauvin
- CNRS, LPNC, University of Grenoble Alpes, Grenoble, France., https://lpnc.univ-grenoble-alpes.fr/Alan-Chauvin
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25
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Mestre C, Bedell HE, Díaz-Doutón F, Pujol J, Gautier J. Characteristics of saccades during the near point of convergence test. Vision Res 2021; 187:27-40. [PMID: 34147850 DOI: 10.1016/j.visres.2021.06.001] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2020] [Revised: 06/04/2021] [Accepted: 06/04/2021] [Indexed: 10/21/2022]
Abstract
The near point of convergence test is widely used to evaluate binocular vision. It assesses the ability of the eyes to converge at short distances. Although the test consists of a pure symmetrical vergence task, small involuntary saccades occur concurrently. The main goal of this study was to analyze saccadic characteristics as a function of vergence demand when testing the near point of convergence. To this purpose, the eye movements of 11 participants were registered with an eye-tracker while they performed the near point of convergence test by following a target that traveled forward and backward on a motorized bench. Saccade amplitude increased and, on average, saccade rate decreased with vergence demand. In general, the direction of the concurrent vergence movement had no significant effect on saccade characteristics. However, each individual subject showed idiosyncratic behavior. Most saccades tended to be corrective in terms of both binocular disparity and individual fixation position errors. In particular, most participants tended to correct the fixation position error of the dominant eye.
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Affiliation(s)
- Clara Mestre
- Centre for Sensors, Instruments and Systems Development (CD6), Universitat Politècnica de Catalunya, Rambla Sant Nebridi, 10, 08222 Terrassa, Barcelona, Spain.
| | - Harold E Bedell
- College of Optometry, University of Houston, 4800 Calhoun Rd, Houston, TX 77004, USA
| | - Fernando Díaz-Doutón
- Centre for Sensors, Instruments and Systems Development (CD6), Universitat Politècnica de Catalunya, Rambla Sant Nebridi, 10, 08222 Terrassa, Barcelona, Spain
| | - Jaume Pujol
- Centre for Sensors, Instruments and Systems Development (CD6), Universitat Politècnica de Catalunya, Rambla Sant Nebridi, 10, 08222 Terrassa, Barcelona, Spain
| | - Josselin Gautier
- School of Optometry, University of California, 380 Minor Ln, Berkeley, CA 94720, USA
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26
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Lyu M, Choe KW, Kardan O, Kotabe HP, Henderson JM, Berman MG. Overt attentional correlates of memorability of scene images and their relationships to scene semantics. J Vis 2021; 20:2. [PMID: 32876677 PMCID: PMC7476653 DOI: 10.1167/jov.20.9.2] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022] Open
Abstract
Computer vision-based research has shown that scene semantics (e.g., presence of meaningful objects in a scene) can predict memorability of scene images. Here, we investigated whether and to what extent overt attentional correlates, such as fixation map consistency (also called inter-observer congruency of fixation maps) and fixation counts, mediate the relationship between scene semantics and scene memorability. First, we confirmed that the higher the fixation map consistency of a scene, the higher its memorability. Moreover, both fixation map consistency and its correlation to scene memorability were the highest in the first 2 seconds of viewing, suggesting that meaningful scene features that contribute to producing more consistent fixation maps early in viewing, such as faces and humans, may also be important for scene encoding. Second, we found that the relationship between scene semantics and scene memorability was partially (but not fully) mediated by fixation map consistency and fixation counts, separately as well as together. Third, we found that fixation map consistency, fixation counts, and scene semantics significantly and additively contributed to scene memorability. Together, these results suggest that eye-tracking measurements can complement computer vision-based algorithms and improve overall scene memorability prediction.
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Affiliation(s)
- Muxuan Lyu
- Department of Management and Marketing, The Hong Kong Polytechnic University, Hong Kong, China
| | - Kyoung Whan Choe
- Department of Psychology, The University of Chicago, Chicago, IL, USA.,Mansueto Institute for Urban Innovation, The University of Chicago, Chicago, IL, USA
| | - Omid Kardan
- Department of Psychology, The University of Chicago, Chicago, IL, USA
| | | | - John M Henderson
- Center for Mind and Brain and Department of Psychology, University of California, Davis, Davis, CA, USA
| | - Marc G Berman
- Department of Psychology, The University of Chicago, Chicago, IL, USA.,Grossman Institute for Neuroscience, Quantitative Biology and Human Behavior, The University of Chicago, Chicago, IL, USA
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27
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Rim NW, Choe KW, Scrivner C, Berman MG. Introducing Point-of-Interest as an alternative to Area-of-Interest for fixation duration analysis. PLoS One 2021; 16:e0250170. [PMID: 33970920 PMCID: PMC8109773 DOI: 10.1371/journal.pone.0250170] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/14/2020] [Accepted: 03/31/2021] [Indexed: 11/18/2022] Open
Abstract
Many eye-tracking data analyses rely on the Area-of-Interest (AOI) methodology, which utilizes AOIs to analyze metrics such as fixations. However, AOI-based methods have some inherent limitations including variability and subjectivity in shape, size, and location of AOIs. In this article, we propose an alternative approach to the traditional AOI dwell time analysis: Weighted Sum Durations (WSD). This approach decreases the subjectivity of AOI definitions by using Points-of-Interest (POI) while maintaining interpretability. In WSD, the durations of fixations toward each POI is weighted by the distance from the POI and summed together to generate a metric comparable to AOI dwell time. To validate WSD, we reanalyzed data from a previously published eye-tracking study (n = 90). The re-analysis replicated the original findings that people gaze less towards faces and more toward points of contact when viewing violent social interactions.
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Affiliation(s)
- Nak Won Rim
- Masters in Computational Social Science, The University of Chicago, Chicago, Illinois, United States of America
| | - Kyoung Whan Choe
- Department of Psychology, The University of Chicago, Chicago, Illinois, United States of America
- Mansueto Institute for Urban Innovation, The University of Chicago, Chicago, Illinois, United States of America
| | - Coltan Scrivner
- Department of Comparative Human Development, The University of Chicago, Chicago, Illinois, United States of America
- Institute for Mind and Biology, The University of Chicago, Chicago, Illinois, United States of America
| | - Marc G. Berman
- Department of Psychology, The University of Chicago, Chicago, Illinois, United States of America
- Grossman Institute for Neuroscience, Quantitative Biology and Human Behavior, The University of Chicago, Chicago, Illinois, United States of America
- * E-mail:
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28
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Abstract
Due to its reported high sampling frequency and precision, the Tobii Pro Spectrum is of potential interest to researchers who want to study small eye movements during fixation. We test how suitable the Tobii Pro Spectrum is for research on microsaccades by computing data-quality measures and common properties of microsaccades and comparing these to the currently most used system in this field: the EyeLink 1000 Plus. Results show that the EyeLink data provide higher RMS precision and microsaccade rates compared with data acquired with the Tobii Pro Spectrum. However, both systems provide microsaccades with similar directions and shapes, as well as rates consistent with previous literature. Data acquired at 1200 Hz with the Tobii Pro Spectrum provide results that are more similar to the EyeLink, compared to data acquired at 600 Hz. We conclude that the Tobii Pro Spectrum is a useful tool for researchers investigating microsaccades.
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29
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Abstract
Eye trackers are sometimes used to study the miniature eye movements such as drift that occur while observers fixate a static location on a screen. Specifically, analysis of such eye-tracking data can be performed by examining the temporal spectrum composition of the recorded gaze position signal, allowing to assess its color. However, not only rotations of the eyeball but also filters in the eye tracker may affect the signal’s spectral color. Here, we therefore ask whether colored, as opposed to white, signal dynamics in eye-tracking recordings reflect fixational eye movements, or whether they are instead largely due to filters. We recorded gaze position data with five eye trackers from four pairs of human eyes performing fixation sequences, and also from artificial eyes. We examined the spectral color of the gaze position signals produced by the eye trackers, both with their filters switched on, and for unfiltered data. We found that while filtered data recorded from both human and artificial eyes were colored for all eye trackers, for most eye trackers the signal was white when examining both unfiltered human and unfiltered artificial eye data. These results suggest that color in the eye-movement recordings was due to filters for all eye trackers except the most precise eye tracker where it may partly reflect fixational eye movements. As such, researchers studying fixational eye movements should be careful to examine the properties of the filters in their eye tracker to ensure they are studying eyeball rotation and not filter properties.
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30
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Meidenbauer KL, Choe KW, Cardenas-Iniguez C, Huppert TJ, Berman MG. Load-dependent relationships between frontal fNIRS activity and performance: A data-driven PLS approach. Neuroimage 2021; 230:117795. [PMID: 33503483 PMCID: PMC8145788 DOI: 10.1016/j.neuroimage.2021.117795] [Citation(s) in RCA: 24] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/24/2020] [Revised: 01/10/2021] [Accepted: 01/11/2021] [Indexed: 11/19/2022] Open
Abstract
Neuroimaging research frequently demonstrates load-dependent activation in prefrontal and parietal cortex during working memory tasks such as the N-back. Most of this work has been conducted in fMRI, but functional near-infrared spectroscopy (fNIRS) is gaining traction as a less invasive and more flexible alternative to measuring cortical hemodynamics. Few fNIRS studies, however, have examined how working memory load-dependent changes in brain hemodynamics relate to performance. The current study employs a newly developed and robust statistical analysis of task-based fNIRS data in a large sample, and demonstrates the utility of data-driven, multivariate analyses to link brain activation and behavior in this modality. Seventy participants completed a standard N-back task with three N-back levels (N = 1, 2, 3) while fNIRS data were collected from frontal and parietal cortex. Overall, participants showed reliably greater fronto-parietal activation for the 2-back versus the 1-back task, suggesting fronto-parietal fNIRS measurements are sensitive to differences in cognitive load. The results for 3-back were much less consistent, potentially due to poor behavioral performance in the 3-back task. To address this, a multivariate analysis (behavioral partial least squares, PLS) was conducted to examine the interaction between fNIRS activation and performance at each N-back level. Results of the PLS analysis demonstrated differences in the relationship between accuracy and change in the deoxyhemoglobin fNIRS signal as a function of N-back level in eight mid-frontal channels. Specifically, greater reductions in deoxyhemoglobin (i.e., more activation) were positively related to performance on the 3-back task, unrelated to accuracy in the 2-back task, and negatively associated with accuracy in the 1-back task. This pattern of results suggests that the metabolic demands correlated with neural activity required for high levels of accuracy vary as a consequence of task difficulty/cognitive load, whereby more automaticity during the 1-back task (less mid-frontal activity) predicted superior performance on this relatively easy task, and successful engagement of this mid-frontal region was required for high accuracy on a more difficult and cognitively demanding 3-back task. In summary, we show that fNIRS activity can track working memory load and can uncover significant associations between brain activity and performance, thus opening the door for this modality to be used in more wide-spread applications.
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Affiliation(s)
- Kimberly L. Meidenbauer
- Environmental Neuroscience Lab, Department of Psychology, The University of Chicago, 5848 S University Avenue, Chicago, IL 60637, United States
| | - Kyoung Whan Choe
- Environmental Neuroscience Lab, Department of Psychology, The University of Chicago, 5848 S University Avenue, Chicago, IL 60637, United States
- Mansueto Institute for Urban Innovation, The University of Chicago, United States
| | - Carlos Cardenas-Iniguez
- Environmental Neuroscience Lab, Department of Psychology, The University of Chicago, 5848 S University Avenue, Chicago, IL 60637, United States
| | - Theodore J. Huppert
- Department of Electrical and Computer Engineering, The University of Pittsburgh, United States
| | - Marc G. Berman
- Environmental Neuroscience Lab, Department of Psychology, The University of Chicago, 5848 S University Avenue, Chicago, IL 60637, United States
- Grossman Institute for Neuroscience, Quantitative Biology and Human Behavior, United States
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31
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The pupil-size artefact (PSA) across time, viewing direction, and different eye trackers. Behav Res Methods 2021; 53:1986-2006. [PMID: 33709298 PMCID: PMC8516786 DOI: 10.3758/s13428-020-01512-2] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 11/09/2020] [Indexed: 11/15/2022]
Abstract
The pupil size artefact (PSA) is the gaze deviation reported by an eye tracker during pupil size changes if the eye does not rotate. In the present study, we ask three questions: 1) how stable is the PSA over time, 2) does the PSA depend on properties of the eye tracker set up, and 3) does the PSA depend on the participants’ viewing direction? We found that the PSA is very stable over time for periods as long as 1 year, but may differ between participants. When comparing the magnitude of the PSA between eye trackers, we found the magnitude of the obtained PSA to be related to the direction of the eye-tracker-camera axis, suggesting that the angle between the participants’ viewing direction and the camera axis affects the PSA. We then investigated the PSA as a function of the participants’ viewing direction. The PSA was non-zero for viewing direction 0∘ and depended on the viewing direction. These findings corroborate the suggestion by Choe et al. (Vision Research 118(6755):48–59, 2016), that the PSA can be described by an idiosyncratic and a viewing direction-dependent component. Based on a simulation, we cannot claim that the viewing direction-dependent component of the PSA is caused by the optics of the cornea.
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32
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Masselink J, Lappe M. Visuomotor learning from postdictive motor error. eLife 2021; 10:64278. [PMID: 33687328 PMCID: PMC8057815 DOI: 10.7554/elife.64278] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/22/2020] [Accepted: 03/04/2021] [Indexed: 01/02/2023] Open
Abstract
Sensorimotor learning adapts motor output to maintain movement accuracy. For saccadic eye movements, learning also alters space perception, suggesting a dissociation between the performed saccade and its internal representation derived from corollary discharge (CD). This is critical since learning is commonly believed to be driven by CD-based visual prediction error. We estimate the internal saccade representation through pre- and trans-saccadic target localization, showing that it decouples from the actual saccade during learning. We present a model that explains motor and perceptual changes by collective plasticity of spatial target percept, motor command, and a forward dynamics model that transforms CD from motor into visuospatial coordinates. We show that learning does not follow visual prediction error but instead a postdictive update of space after saccade landing. We conclude that trans-saccadic space perception guides motor learning via CD-based postdiction of motor error under the assumption of a stable world.
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Affiliation(s)
- Jana Masselink
- Institute for Psychology and Otto Creutzfeldt Center for Cognitive and Behavioral Neuroscience, University of Muenster, Münster, Germany
| | - Markus Lappe
- Institute for Psychology and Otto Creutzfeldt Center for Cognitive and Behavioral Neuroscience, University of Muenster, Münster, Germany
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33
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Yamagishi S, Furukawa S. Factors Influencing Saccadic Reaction Time: Effect of Task Modality, Stimulus Saliency, Spatial Congruency of Stimuli, and Pupil Size. Front Hum Neurosci 2020; 14:571893. [PMID: 33324183 PMCID: PMC7726206 DOI: 10.3389/fnhum.2020.571893] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2020] [Accepted: 11/03/2020] [Indexed: 11/13/2022] Open
Abstract
It is often assumed that the reaction time of a saccade toward visual and/or auditory stimuli reflects the sensitivities of our oculomotor-orienting system to stimulus saliency. Endogenous factors, as well as stimulus-related factors, would also affect the saccadic reaction time (SRT). However, it was not clear how these factors interact and to what extent visual and auditory-targeting saccades are accounted for by common mechanisms. The present study examined the effect of, and the interaction between, stimulus saliency and audiovisual spatial congruency on the SRT for visual- and for auditory-target conditions. We also analyzed pre-target pupil size to examine the relationship between saccade preparation and pupil size. Pupil size is considered to reflect arousal states coupling with locus-coeruleus (LC) activity during a cognitive task. The main findings were that (1) the pattern of the examined effects on the SRT varied between visual- and auditory-auditory target conditions, (2) the effect of stimulus saliency was significant for the visual-target condition, but not significant for the auditory-target condition, (3) Pupil velocity, not absolute pupil size, was sensitive to task set (i.e., visual-targeting saccade vs. auditory-targeting saccade), and (4) there was a significant correlation between the pre-saccade absolute pupil size and the SRTs for the visual-target condition but not for the auditory-target condition. The discrepancy between target modalities for the effect of pupil velocity and between the absolute pupil size and pupil velocity for the correlation with SRT may imply that the pupil effect for the visual-target condition was caused by a modality-specific link between pupil size modulation and the SC rather than by the LC-NE (locus coeruleus-norepinephrine) system. These results support the idea that different threshold mechanisms in the SC may be involved in the initiation of saccades toward visual and auditory targets.
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Affiliation(s)
- Shimpei Yamagishi
- Human Information Science Laboratory, NTT Communication Science Laboratories, Nippon Telegraph and Telephone Corporation, Atsugi, Japan
| | - Shigeto Furukawa
- Human Information Science Laboratory, NTT Communication Science Laboratories, Nippon Telegraph and Telephone Corporation, Atsugi, Japan
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34
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Abstract
Despite recent advances on the mechanisms and purposes of fine oculomotor behavior, a rigorous assessment of the precision and accuracy of the smallest saccades is still lacking. Yet knowledge of how effectively these movements shift gaze is necessary for understanding their functions and is helpful in further elucidating their motor underpinnings. Using a combination of high-resolution eye-tracking and gaze-contingent control, here we examined the accuracy and precision of saccades aimed toward targets ranging from [Formula: see text] to [Formula: see text] eccentricity. We show that even small saccades of just 14-[Formula: see text] are very effective in centering the stimulus on the retina. Furthermore, we show that for a target at any given eccentricity, the probability of eliciting a saccade depends on its efficacy in reducing the foveal offset. The pattern of results reported here is consistent with current knowledge on the motor mechanisms of microsaccade production.
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Affiliation(s)
- Martina Poletti
- Department of Brain and Cognitive Sciences, University of Rochester, Rochester, NY, 14627, USA.
- Department of Neuroscience, University of Rochester, Rochester, NY, 14627, USA.
- Center for Visual Science, University of Rochester, Rochester, NY, 14627, USA.
| | - Janis Intoy
- Department of Brain and Cognitive Sciences, University of Rochester, Rochester, NY, 14627, USA
- Center for Visual Science, University of Rochester, Rochester, NY, 14627, USA
- Graduate Program for Neuroscience, Boston University, Boston, MA, 02215, USA
| | - Michele Rucci
- Department of Brain and Cognitive Sciences, University of Rochester, Rochester, NY, 14627, USA
- Center for Visual Science, University of Rochester, Rochester, NY, 14627, USA
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35
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Malevich T, Buonocore A, Hafed ZM. Rapid stimulus-driven modulation of slow ocular position drifts. eLife 2020; 9:e57595. [PMID: 32758358 PMCID: PMC7442486 DOI: 10.7554/elife.57595] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2020] [Accepted: 08/05/2020] [Indexed: 11/17/2022] Open
Abstract
The eyes are never still during maintained gaze fixation. When microsaccades are not occurring, ocular position exhibits continuous slow changes, often referred to as drifts. Unlike microsaccades, drifts remain to be viewed as largely random eye movements. Here we found that ocular position drifts can, instead, be very systematically stimulus-driven, and with very short latencies. We used highly precise eye tracking in three well trained macaque monkeys and found that even fleeting (~8 ms duration) stimulus presentations can robustly trigger transient and stimulus-specific modulations of ocular position drifts, and with only approximately 60 ms latency. Such drift responses are binocular, and they are most effectively elicited with large stimuli of low spatial frequency. Intriguingly, the drift responses exhibit some image pattern selectivity, and they are not explained by convergence responses, pupil constrictions, head movements, or starting eye positions. Ocular position drifts have very rapid access to exogenous visual information.
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Affiliation(s)
- Tatiana Malevich
- Werner Reichardt Centre for Integrative Neuroscience, Tuebingen UniversityTuebingenGermany
- Hertie Institute for Clinical Brain Research, Tuebingen UniversityTuebingenGermany
- Graduate School of Neural and Behavioural Sciences, International Max-Planck Research School, Tuebingen UniversityTuebingenGermany
| | - Antimo Buonocore
- Werner Reichardt Centre for Integrative Neuroscience, Tuebingen UniversityTuebingenGermany
- Hertie Institute for Clinical Brain Research, Tuebingen UniversityTuebingenGermany
| | - Ziad M Hafed
- Werner Reichardt Centre for Integrative Neuroscience, Tuebingen UniversityTuebingenGermany
- Hertie Institute for Clinical Brain Research, Tuebingen UniversityTuebingenGermany
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36
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Abstract
Since Kepler (1604) and Descartes (1637), 'vergence' (the angular rotation of the eyes) has been thought of as one of our most important absolute distance cues. But vergence has never been tested as an absolute distance cue divorced from obvious confounding cues such as binocular disparity. In this article, we control for these confounding cues for the first time by gradually manipulating vergence and find that observers fail to accurately judge distance from vergence. We consider several different interpretations of these results and argue that the most principled response to these results is to question the general effectiveness of vergence as an absolute distance cue. Given that other absolute distance cues (such as motion parallax and vertical disparities) are limited in application, this poses a real challenge to our contemporary understanding of visual scale.
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Affiliation(s)
- Paul Linton
- Centre for Applied Vision Research, City, University of London, Northampton Square, Clerkenwell, London, EC1V 0HB, UK.
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37
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Abstract
Tracking of eye movements is an established measurement for many types of experimental paradigms. More complex and more prolonged visual stimuli have made algorithmic approaches to eye-movement event classification the most pragmatic option. A recent analysis revealed that many current algorithms are lackluster when it comes to data from viewing dynamic stimuli such as video sequences. Here we present an event classification algorithm—built on an existing velocity-based approach—that is suitable for both static and dynamic stimulation, and is capable of classifying saccades, post-saccadic oscillations, fixations, and smooth pursuit events. We validated classification performance and robustness on three public datasets: 1) manually annotated, trial-based gaze trajectories for viewing static images, moving dots, and short video sequences, 2) lab-quality gaze recordings for a feature-length movie, and 3) gaze recordings acquired under suboptimal lighting conditions inside the bore of a magnetic resonance imaging (MRI) scanner for the same full-length movie. We found that the proposed algorithm performs on par or better compared to state-of-the-art alternatives for static stimulation. Moreover, it yields eye-movement events with biologically plausible characteristics on prolonged dynamic recordings. Lastly, algorithm performance is robust on data acquired under suboptimal conditions that exhibit a temporally varying noise level. These results indicate that the proposed algorithm is a robust tool with improved classification accuracy across a range of use cases. The algorithm is cross-platform compatible, implemented using the Python programming language, and readily available as free and open-source software from public sources.
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38
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Sheehy CK, Bensinger ES, Romeo A, Rani L, Stepien-Bernabe N, Shi B, Helft Z, Putnam N, Cordano C, Gelfand JM, Bove R, Stevenson SB, Green AJ. Fixational microsaccades: A quantitative and objective measure of disability in multiple sclerosis. Mult Scler 2020; 26:343-353. [PMID: 32031464 DOI: 10.1177/1352458519894712] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
BACKGROUND Objective tools for prognosis and disease progression monitoring in multiple sclerosis (MS) are lacking. The visuomotor system could be used to track motor dysfunction at the micron scale through the monitoring of fixational microsaccades. AIMS The aim of this study was to evaluate whether microsaccades are correlated with standard MS disability metrics and to assess whether these methods play a predictive role in MS disability. METHOD We used a custom-built retinal eye tracker, the tracking scanning laser ophthalmoscope (TSLO), to record fixation in 111 participants with MS and 100 unaffected controls. RESULTS In MS participants, a greater number of microsaccades showed significant association with higher Expanded Disability Status Scale score (EDSS, p < 0.001), nine-hole peg test (non-dominant: p = 0.006), Symbol Digit Modalities Test (SMDT, p = 0.014), and Functional Systems Scores (FSS) including brainstem (p = 0.005), cerebellar (p = 0.011), and pyramidal (p = 0.009). Both brainstem FSS and patient-reported fatigue showed significant associations with microsaccade number, amplitude, and peak acceleration. Participants with MS showed a statistically different average number (p = 0.020), peak vertical acceleration (p = 0.003), and vertical amplitude (p < 0.001) versus controls. Logistic regression models for MS disability were created using TSLO microsaccade metrics and paraclinical tests with ⩾80% accuracy. CONCLUSION Microsaccades provide objective measurements of MS disability level and disease worsening.
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Affiliation(s)
- Christy K Sheehy
- Department of Neurology, University of California, San Francisco, San Francisco, CA, USA
| | - Ethan S Bensinger
- Vision Science Graduate Group, University of California, Berkeley, Berkeley, CA, USA
| | - Andrew Romeo
- Department of Neurology, University of California, San Francisco, San Francisco, CA, USA
| | - Lakshmisahithi Rani
- Department of Neurology, University of California, San Francisco, San Francisco, CA, USA
| | | | - Bingyan Shi
- Medical School, University of California, San Francisco, San Francisco, CA, USA
| | - Zachary Helft
- Vision Science Graduate Group, University of California, Berkeley, Berkeley, CA, USA
| | - Nicole Putnam
- Arizona College of Optometry, Midwestern University, Glendale, AZ, USA
| | - Christian Cordano
- Department of Neurology, University of California, San Francisco, San Francisco, CA, USA
| | - Jeffrey M Gelfand
- Department of Neurology, University of California, San Francisco, San Francisco, CA, USA
| | - Riley Bove
- Department of Neurology, University of California, San Francisco, San Francisco, CA, USA
| | | | - Ari J Green
- Department of Neurology, University of California, San Francisco, San Francisco, CA, USA/Department of Ophthalmology, University of California, San Francisco, San Francisco, CA, USA
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39
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Yamagishi S, Yoneya M, Furukawa S. Relationship of postsaccadic oscillation with the state of the pupil inside the iris and with cognitive processing. J Neurophysiol 2020; 123:484-495. [PMID: 31825707 PMCID: PMC7052648 DOI: 10.1152/jn.00205.2019] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/09/2023] Open
Abstract
Recent studies using video-based eye tracking have presented accumulating evidence that postsaccadic oscillation defined in reference to the pupil center (PSOp) is larger than that to the iris center (PSOi). This indicates that the relative motion of the pupil reflects the viscoelasticity of the tissue of the iris. It is known that the pupil size controlled by the sphincter/dilator pupillae muscles reflects many aspects of cognition. A hypothesis derived from this fact is that cognitive tasks affect the properties of PSOp due to the change in the state of these muscles. To test this hypothesis, we conducted pro- and antisaccade tasks for human participants and adopted the recent physical model of PSO to evaluate the dynamic properties of PSOp/PSOi. The results showed the dependence of the elasticity coefficient of the PSOp on the antisaccade task, but this effect was not significant for the PSOi. This suggests that cognitive tasks such as antisaccade tasks affect elasticity of the muscle of the iris. We found that the trial-by-trial fluctuation in the presaccade absolute pupil size correlated with the elasticity coefficient of PSOp. We also found the task dependence of the viscosity coefficient and overshoot amount of PSOi, which probably reflects the dynamics of the entire eyeball movement. The difference in task dependence between PSOp and PSOi indicates that the separate measures of these two can be means to distinguish factors related to the oculomotor neural system from those related to the physiological states of the iris tissue. NEW & NOTEWORTHY The state of the eyeball varies dynamically moment by moment depending on underlying neural/cognitive processing. Combining simultaneous measurements of pupil-centric and iris-centric movements and a recent physical model of postsaccadic oscillation (PSO), we show that the pupil-centric PSO is sensitive to the type of saccade task, suggesting that the physical state of the iris muscles reflects the underlying cognitive processes.
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Affiliation(s)
| | - Makoto Yoneya
- NTT Communication Science Laboratories, Kanagawa, Japan
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40
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Singh J, Modi N. Use of information modelling techniques to understand research trends in eye gaze estimation methods: An automated review. Heliyon 2019; 5:e03033. [PMID: 31890964 PMCID: PMC6928306 DOI: 10.1016/j.heliyon.2019.e03033] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2019] [Revised: 10/22/2019] [Accepted: 12/10/2019] [Indexed: 10/31/2022] Open
Abstract
Eye gaze tracking has been used to study the influence of visual stimuli on consumer behavior and attentional processes. Eye gaze tracking techniques have made substantial contributions in advertisement design, human computer interaction, virtual reality and disease diagnosis. Eye gaze estimation is considered critical for prediction of human attention, and hence indispensable for better understanding human activities. In this paper, Latent Semantic Analysis is used to develop an information model for identifying emerging research trends within eye gaze estimation techniques. An exhaustive collection of 423 titles and abstracts of research papers published during 2005-2018 were used. Five major research areas and ten research trends were classified based upon this study.
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Affiliation(s)
- Jaiteg Singh
- Department of Computer Applications, Chitkara University Institute of Engineering and Technology, Chitkara University, Punjab, 140401, India
| | - Nandini Modi
- Department of Computer Science and Engineering, Chitkara University Institute of Engineering and Technology, Chitkara University, Punjab, 140401, India
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41
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Scrivner C, Choe KW, Henry J, Lyu M, Maestripieri D, Berman MG. Violence reduces attention to faces and draws attention to points of contact. Sci Rep 2019; 9:17779. [PMID: 31780726 PMCID: PMC6883035 DOI: 10.1038/s41598-019-54327-3] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2019] [Accepted: 11/09/2019] [Indexed: 11/09/2022] Open
Abstract
Although violence is a frequently researched topic, little is known about how different social features influence information gathering from violent interactions. Regions of an interaction that provide contextual information should receive more attention. We predicted the most informative features of a violent social interaction would be faces, points of contact, and objects being held. To test this, we tracked the eyes of 90 participants as they viewed images of social interactions that varied with respect to violence. When viewing violent interactions, participants attended significantly less to faces and significantly more to points of contact. Moreover, first-fixation analysis suggests that some of these biases are present from the beginning of scene-viewing. These findings are the first to demonstrate the visual relevance of faces and contact points in gathering information from violent social interactions. These results also question the attentional dominance of faces in active social scenes, highlighting the importance of using a variety of stimuli and contexts in social cognition research.
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Affiliation(s)
- Coltan Scrivner
- Department of Comparative Human Development, The University of Chicago, Chicago, IL, USA. .,Institute for Mind and Biology, The University of Chicago, Chicago, IL, USA.
| | - Kyoung Whan Choe
- Department of Psychology, The University of Chicago, Chicago, IL, USA.,Mansueto Institute for Urban Innovation, The University of Chicago, Chicago, IL, USA
| | - Joseph Henry
- Institute for Mind and Biology, The University of Chicago, Chicago, IL, USA.,Department of Psychology, The University of Chicago, Chicago, IL, USA
| | - Muxuan Lyu
- Department of Psychology, The University of Chicago, Chicago, IL, USA
| | - Dario Maestripieri
- Department of Comparative Human Development, The University of Chicago, Chicago, IL, USA.,Institute for Mind and Biology, The University of Chicago, Chicago, IL, USA
| | - Marc G Berman
- Department of Psychology, The University of Chicago, Chicago, IL, USA.,Grossman Institute for Neuroscience, Quantitative Biology, and Human Behavior, Chicago, IL, USA
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42
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Abstract
Recent applications of eye tracking for diagnosis, prognosis and follow-up of therapy in age-related neurological or psychological deficits have been reviewed. The review is focused on active aging, neurodegeneration and cognitive impairments. The potential impacts and current limitations of using characterizing features of eye movements and pupillary responses (oculometrics) as objective biomarkers in the context of aging are discussed. A closer look into the findings, especially with respect to cognitive impairments, suggests that eye tracking is an invaluable technique to study hidden aspects of aging that have not been revealed using any other noninvasive tool. Future research should involve a wider variety of oculometrics, in addition to saccadic metrics and pupillary responses, including nonlinear and combinatorial features as well as blink- and fixation-related metrics to develop biomarkers to trace age-related irregularities associated with cognitive and neural deficits.
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Affiliation(s)
- Ramtin Z Marandi
- Department of Health Science & Technology, Aalborg University, Aalborg E 9220, Denmark
| | - Parisa Gazerani
- Department of Health Science & Technology, Aalborg University, Aalborg E 9220, Denmark
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43
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Hampsey E, Overton PG, Stafford T. Microsaccade rate as a measure of drug response. J Eye Mov Res 2019; 12:10.16910/jemr.12.6.12. [PMID: 33828750 PMCID: PMC7962677 DOI: 10.16910/jemr.12.6.12] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022] Open
Abstract
In 22 human subjects we measured microsaccade count across 60 brief fixation trials both pre- and post- administration of 300mg of caffeine. There was a statistically significant reduction in average microsaccade count post-caffeine administration, with a moderate effect size (Cohen's d of 0.42). Microsaccade count was stable within individuals across time points (Pearson's r of 0.89). Sensitivity analysis suggests that the pre/post caffeine effect size is robust to choice of parameters used to identify microsaccades. Bootstrap resampling suggests that both the pre/post-caffeine difference and the across-time stability within individuals could be reliably assessed with far fewer trials. The results support the use of microsaccade count as both a trait measure of individual differences and a state measure of caffeine response. We discuss the results in the context of the theory that the superior colliculus is central to the generation of microsaccades and hence that microsaccade rate may be a useful assay for at least some drug-induced changes at the level of the colliculus: a potentially useful tool in the development of therapies for disorders that may involve collicular dysfunction such as ADHD.
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Affiliation(s)
| | | | - Tom Stafford
- Department of Psychology, University of Sheffield, UK
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44
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Schlegelmilch K, Wertz AE. The Effects of Calibration Target, Screen Location, and Movement Type on Infant Eye-Tracking Data Quality. INFANCY 2019; 24:636-662. [PMID: 32677249 DOI: 10.1111/infa.12294] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/01/2018] [Revised: 03/31/2019] [Accepted: 04/03/2019] [Indexed: 11/29/2022]
Abstract
During infant eye-tracking, fussiness caused by the repetition of calibration stimuli and body movements during testing are frequent constraints on measurement quality. Here, we systematically investigated these constraints with infants and adults using EyeLink 1000 Plus. We compared looking time and dispersion of gaze points elicited by stimuli resembling commonly used calibration animations. The adult group additionally performed body movements during gaze recording that were equivalent to movements infants spontaneously produce during testing. In our results, infants' preference for a particular calibration target did not predict data quality elicited by that stimulus, but targets exhibiting the strongest contrasts in their center or targets with globally distributed complexity resulted in the highest accuracy. Our gaze measures from the adult movement tasks were differentially affected by the type of movement as well as the location where the target appeared on the screen. These heterogeneous effects of movement on measures should be taken into account when planning infant eye-tracking experiments. Additionally, to improve data quality, infants' tolerance for repeated calibrations can be facilitated by alternating between precise calibration targets.
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Affiliation(s)
- Karola Schlegelmilch
- Max Planck Institute for Human Development, Max Planck Research Group Naturalistic Social Cognition
| | - Annie E Wertz
- Max Planck Institute for Human Development, Max Planck Research Group Naturalistic Social Cognition
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45
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Vinken K, Vogels R. A behavioral face preference deficit in a monkey with an incomplete face patch system. Neuroimage 2019; 189:415-424. [PMID: 30665007 DOI: 10.1016/j.neuroimage.2019.01.043] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2018] [Revised: 12/22/2018] [Accepted: 01/17/2019] [Indexed: 11/25/2022] Open
Abstract
Primates are experts in face perception and naturally show a preference for faces under free-viewing conditions. The primate ventral stream is characterized by a network of face patches that selectively responds to faces, but it remains uncertain how important such parcellation is for face perception. Here we investigated free-viewing behavior in a female monkey who naturally lacks fMRI-defined posterior and middle lateral face patches. We presented a series of content-rich images of scenes that included faces or other objects to that monkey during a free-viewing task and tested a group of 10 control monkeys on the same task for comparison. We found that, compared to controls, the monkey with missing face patches showed a marked reduction of face viewing preference that was most pronounced for the first few fixations. In addition, her gaze fixation patterns were substantially distinct from those of controls, especially for pictures with a face. These data demonstrate an association between the clustering of neurons in face selective patches and a behavioral bias for faces in natural images.
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Affiliation(s)
- Kasper Vinken
- Laboratory for Neuro- and Psychophysiology, Dpt Neurosciences, KU Leuven, 3000, Leuven, Belgium; Laboratory of Biological Psychology, Brain and Cognition, KU Leuven, 3000, Leuven, Belgium.
| | - Rufin Vogels
- Laboratory for Neuro- and Psychophysiology, Dpt Neurosciences, KU Leuven, 3000, Leuven, Belgium
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46
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Pool ER, Pauli WM, Kress CS, O'Doherty JP. Behavioural evidence for parallel outcome-sensitive and outcome-insensitive Pavlovian learning systems in humans. Nat Hum Behav 2019; 3:284-296. [PMID: 30882043 PMCID: PMC6416744 DOI: 10.1038/s41562-018-0527-9] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/20/2018] [Accepted: 12/21/2018] [Indexed: 02/07/2023]
Abstract
There is a dichotomy in instrumental conditioning between goal-directed actions and habits that are distinguishable on the basis of their relative sensitivity to changes in outcome value. It is less clear whether a similar distinction applies in Pavlovian conditioning, where responses have been found to be predominantly outcome sensitive. To test for both devaluation insensitive and devaluation sensitive Pavlovian conditioning in humans, we conducted four experiments combining Pavlovian conditioning and outcome devaluation procedures while measuring multiple conditioned responses. Our results suggest that Pavlovian conditioning involves two distinct types of learning: one that learns the current value of the outcome which is sensitive to devaluation, and one that learns about the spatial localisation of the outcome which is insensitive to devaluation. Our findings have implications for the mechanistic understanding of Pavlovian conditioning and provide a more nuanced understanding of Pavlovian mechanisms that might contribute to a number of psychiatric disorders.
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Affiliation(s)
- Eva R Pool
- Division of the Humanities and Social Sciences, California Institute of Technology, Pasadena, CA, USA.
| | - Wolfgang M Pauli
- Division of the Humanities and Social Sciences, California Institute of Technology, Pasadena, CA, USA
- Computation and Neural Systems Program, California Institute of Technology, Pasadena, CA, USA
| | - Carolina S Kress
- Division of the Humanities and Social Sciences, California Institute of Technology, Pasadena, CA, USA
| | - John P O'Doherty
- Division of the Humanities and Social Sciences, California Institute of Technology, Pasadena, CA, USA
- Computation and Neural Systems Program, California Institute of Technology, Pasadena, CA, USA
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47
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Watanabe M, Okada KI, Hamasaki Y, Funamoto M, Kobayashi Y, MacAskill M, Anderson T. Ocular drift reflects volitional action preparation. Eur J Neurosci 2019; 50:1892-1910. [PMID: 30719791 DOI: 10.1111/ejn.14365] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2017] [Revised: 01/29/2019] [Accepted: 01/30/2019] [Indexed: 11/30/2022]
Abstract
Human cognitive behavior is predictive rather than reflexive because of volitional action preparation. Recent studies have shown that the covert process of volitional action preparation can be decoded from overt fixational eye movements of fixational/microsaccades and pupil dilation. Ocular drift, the slowest fixational eye movements, is also under the active neural control, but its relationship with cognitive behavior is unknown. Here, we examined whether ocular drift also reflects volitional action preparation. We analyzed ocular drift while adult humans maintained fixation on a central visual stimulus as they prepared to generate a volitional saccade. We adopted the antisaccade paradigm in which subjects generate a targeting saccade toward the opposite direction of a peripheral visual stimulus. Our findings are the following five points. First, ocular drift was slower when subjects prepared for targeting saccade initiation than when such preparation was unnecessary. Second, ocular drift was slowed down with elapsed time from fixation initiation, which was associated with the facilitation of targeting saccade initiation. Third, ocular drift was further slowed on correct antisaccade trials than when subjects failed to suppress targeting saccades toward peripheral stimuli. Fourth, such correlation with antisaccade performance was observed immediately after fixation initiation in ocular drift, but it emerged more slowly in the other fixational eye movements. Fifth, subjects with unstable fixation because of faster ocular drift had poorer antisaccade performance. We suggest that fixation stability measured by ocular drift can be used to decode the covert process of volitional action preparation along with the other fixational eye movements.
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Affiliation(s)
| | - Ken-Ichi Okada
- Graduate School of Frontier Biosciences, Osaka University, Osaka, Japan.,Center for Information and Neural Networks (CiNet), National Institute of Information and Communications Technology, Osaka, Japan
| | - Yuta Hamasaki
- Graduate School of Frontier Biosciences, Osaka University, Osaka, Japan
| | - Mari Funamoto
- Graduate School of Frontier Biosciences, Osaka University, Osaka, Japan
| | - Yasushi Kobayashi
- Graduate School of Frontier Biosciences, Osaka University, Osaka, Japan.,Center for Information and Neural Networks (CiNet), National Institute of Information and Communications Technology, Osaka, Japan.,Research Center for Behavioral Economics, Osaka University, Osaka, Japan
| | - Michael MacAskill
- New Zealand Brain Research Institute, Christchurch, New Zealand.,Department of Medicine, University of Otago, Christchurch, New Zealand
| | - Tim Anderson
- New Zealand Brain Research Institute, Christchurch, New Zealand.,Department of Medicine, University of Otago, Christchurch, New Zealand.,Department of Neurology, Canterbury District Health Board, Christchurch, New Zealand
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48
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Skinner J, Buonocore A, Hafed ZM. Transfer function of the rhesus macaque oculomotor system for small-amplitude slow motion trajectories. J Neurophysiol 2019; 121:513-529. [DOI: 10.1152/jn.00437.2018] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/29/2023] Open
Abstract
Two main types of small eye movements occur during gaze fixation: microsaccades and slow ocular drifts. While microsaccade generation has been relatively well studied, ocular drift control mechanisms are unknown. Here we explored the degree to which monkey smooth eye movements, on the velocity scale of slow ocular drifts, can be generated systematically. Two male rhesus macaque monkeys tracked a spot moving sinusoidally, but slowly, along the horizontal or vertical direction. Maximum target displacement in the motion trajectory was 30 min arc (0.5°), and we varied the temporal frequency of target motion from 0.2 to 5 Hz. We obtained an oculomotor “transfer function” by measuring smooth eye velocity gain (relative to target velocity) as a function of frequency, similar to past work with large-amplitude pursuit. Monkey eye velocities as slow as those observed during slow ocular drifts were clearly target motion driven. Moreover, as with large-amplitude smooth pursuit, eye velocity gain varied with temporal frequency. However, unlike with large-amplitude pursuit, exhibiting low-pass behavior, small-amplitude motion tracking was band pass, with the best ocular movement gain occurring at ~0.8–1 Hz. When oblique directions were tested, we found that the horizontal component of pursuit gain was larger than the vertical component. Our results provide a catalog of the control abilities of the monkey oculomotor system for slow target motions, and they also support the notion that smooth fixational ocular drifts are controllable. This has implications for neural investigations of drift control and the image-motion consequences of drifts on visual coding in early visual areas. NEW & NOTEWORTHY We studied the efficacy of monkey smooth pursuit eye movements for very slow target velocities. Pursuit was impaired for sinusoidal motions of frequency less than ~0.8–1 Hz. Nonetheless, eye trajectory was still sinusoidally modulated, even at velocities lower than those observed during gaze fixation with slow ocular drifts. Our results characterize the slow control capabilities of the monkey oculomotor system and provide a basis for future understanding of the neural mechanisms for slow ocular drifts.
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Affiliation(s)
- Julianne Skinner
- Graduate School of Neural and Behavioural Sciences, International Max Planck Research School, Tübingen University, Tübingen, Germany
| | - Antimo Buonocore
- Werner Reichardt Centre for Integrative Neuroscience, Tübingen University, Tübingen, Germany
- Hertie Institute for Clinical Brain Research, Tübingen University, Tübingen, Germany
| | - Ziad M. Hafed
- Werner Reichardt Centre for Integrative Neuroscience, Tübingen University, Tübingen, Germany
- Hertie Institute for Clinical Brain Research, Tübingen University, Tübingen, Germany
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49
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Hooge ITC, Hessels RS, Nyström M. Do pupil-based binocular video eye trackers reliably measure vergence? Vision Res 2019; 156:1-9. [PMID: 30641092 DOI: 10.1016/j.visres.2019.01.004] [Citation(s) in RCA: 33] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2018] [Revised: 12/19/2018] [Accepted: 01/05/2019] [Indexed: 10/27/2022]
Abstract
A binocular eye tracker needs to be accurate to enable the determination of vergence, distance to the binocular fixation point and fixation disparity. These measures are useful in e.g. the research fields of visual perception, binocular control in reading and attention in 3D. Are binocular pupil-based video eye trackers accurate enough to produce meaningful binocular measures? Recent research revealed potentially large idiosyncratic systematic errors due to pupil-size changes. With a top of the line eye tracker (SR Research EyeLink 1000 plus), we investigated whether the pupil-size artefact in the separate eyes may cause the eye tracker to report apparent vergence when the eyeballs do not rotate. Participants were asked to fixate a target at a distance of 77 cm for 160 s. We evoked pupil-size changes by varying the light intensity. With increasing pupil size, horizontal vergence reported by the eye tracker decreased in most subjects, up to two degrees. However, this was not due to a rotation of the eyeballs, as identified from the absence of systematic movement in the corneal reflection (CR) signals. From this, we conclude that binocular pupil-CR or pupil-only video eye trackers using the dark pupil technique are not accurate enough to be used to determine vergence, distance to the binocular fixation point and fixation disparity.
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Affiliation(s)
- Ignace T C Hooge
- Experimental Psychology, Helmholtz Institute, Utrecht University, Utrecht, the Netherlands.
| | - Roy S Hessels
- Experimental Psychology, Helmholtz Institute, and Developmental Psychology, Utrecht University, Utrecht, the Netherlands
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50
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Dalmaso M, Castelli L, Galfano G. Microsaccadic rate and pupil size dynamics in pro-/anti-saccade preparation: the impact of intermixed vs. blocked trial administration. PSYCHOLOGICAL RESEARCH 2019; 84:1320-1332. [PMID: 30603866 DOI: 10.1007/s00426-018-01141-7] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2018] [Accepted: 12/21/2018] [Indexed: 01/02/2023]
Abstract
Prolonged fixation can lead to the generation of tiny and fast eye movements called microsaccades, whose dynamics can be associated with higher cognitive mechanisms. Saccade preparation is also reflected in microsaccadic activity, but the few studies on this topic provided mixed results. For instance, fewer microsaccades have been observed when participants were asked to prepare for an anti-saccade (i.e., a saccade in the opposite direction to the target) as compared to a pro-saccade (i.e., a saccade executed towards a target), but null results have also been reported. In the attempt to shed new light on this topic, two experiments were carried out in which the context of presentation of pro- and anti-saccade trials was manipulated. Pupil size was also recorded, as a further index of cognitive load. In Experiment 1, participants were asked to prepare and perform pro- and anti-saccades in response to a peripheral target, according to a central instruction cue provided at the beginning of each trial (intermixed condition). In Experiment 2, the same task was employed, but pro- and anti-saccade trials were delivered in two distinct blocks (blocked condition). In both experiments, greater saccadic latencies and lower accuracy emerged for anti- than for pro-saccades. However, in the intermixed condition, a lower microsaccadic rate and a greater pupil size emerged when participants prepared for anti- rather than pro-saccades, whereas these differences disappeared in the blocked condition. These results suggest that contextual factors may play a key role in shaping oculomotor dynamics linked to saccade preparation.
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Affiliation(s)
- Mario Dalmaso
- Department of Developmental and Social Psychology, University of Padova, Via Venezia 8, 35131, Padua, Italy.
| | - Luigi Castelli
- Department of Developmental and Social Psychology, University of Padova, Via Venezia 8, 35131, Padua, Italy
| | - Giovanni Galfano
- Department of Developmental and Social Psychology, University of Padova, Via Venezia 8, 35131, Padua, Italy
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