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For: Signoroni A, Savardi M, Benini S, Adami N, Leonardi R, Gibellini P, Vaccher F, Ravanelli M, Borghesi A, Maroldi R, Farina D. BS-Net: Learning COVID-19 pneumonia severity on a large chest X-ray dataset. Med Image Anal 2021;71:102046. [PMID: 33862337 PMCID: PMC8010334 DOI: 10.1016/j.media.2021.102046] [Citation(s) in RCA: 53] [Impact Index Per Article: 17.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/06/2020] [Revised: 02/04/2021] [Accepted: 03/17/2021] [Indexed: 12/22/2022]
Number Cited by Other Article(s)
1
Wang X, Lu Z, Huang S, Ting Y, Ting JSZ, Chen W, Tan CH, Huang W. TransMVAN: Multi-view Aggregation Network with Transformer for Pneumonia Diagnosis. JOURNAL OF IMAGING INFORMATICS IN MEDICINE 2024:10.1007/s10278-024-01169-9. [PMID: 38977615 DOI: 10.1007/s10278-024-01169-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/17/2024] [Revised: 04/30/2024] [Accepted: 05/01/2024] [Indexed: 07/10/2024]
2
Cao R, Liu Y, Wen X, Liao C, Wang X, Gao Y, Tan T. Reinvestigating the performance of artificial intelligence classification algorithms on COVID-19 X-Ray and CT images. iScience 2024;27:109712. [PMID: 38689643 PMCID: PMC11059117 DOI: 10.1016/j.isci.2024.109712] [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: 10/16/2023] [Revised: 03/01/2024] [Accepted: 04/07/2024] [Indexed: 05/02/2024]  Open
3
Imagawa K, Shiomoto K. Evaluation of Effectiveness of Self-Supervised Learning in Chest X-Ray Imaging to Reduce Annotated Images. JOURNAL OF IMAGING INFORMATICS IN MEDICINE 2024:10.1007/s10278-024-00975-5. [PMID: 38459399 DOI: 10.1007/s10278-024-00975-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/07/2023] [Revised: 11/17/2023] [Accepted: 11/17/2023] [Indexed: 03/10/2024]
4
Sobiecki A, Hadjiiski LM, Chan HP, Samala RK, Zhou C, Stojanovska J, Agarwal PP. Detection of Severe Lung Infection on Chest Radiographs of COVID-19 Patients: Robustness of AI Models across Multi-Institutional Data. Diagnostics (Basel) 2024;14:341. [PMID: 38337857 PMCID: PMC10855789 DOI: 10.3390/diagnostics14030341] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/27/2023] [Revised: 01/24/2024] [Accepted: 01/30/2024] [Indexed: 02/12/2024]  Open
5
Bassi PRAS, Dertkigil SSJ, Cavalli A. Improving deep neural network generalization and robustness to background bias via layer-wise relevance propagation optimization. Nat Commun 2024;15:291. [PMID: 38177129 PMCID: PMC10767127 DOI: 10.1038/s41467-023-44371-z] [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: 02/23/2022] [Accepted: 12/11/2023] [Indexed: 01/06/2024]  Open
6
Azad R, Kazerouni A, Heidari M, Aghdam EK, Molaei A, Jia Y, Jose A, Roy R, Merhof D. Advances in medical image analysis with vision Transformers: A comprehensive review. Med Image Anal 2024;91:103000. [PMID: 37883822 DOI: 10.1016/j.media.2023.103000] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2023] [Revised: 09/30/2023] [Accepted: 10/11/2023] [Indexed: 10/28/2023]
7
Benatti SV, Venturelli S, Crotti G, Ghirardi A, Binda F, Savardi M, Previtali G, Seghezzi M, Marozzi R, Corsi A, Bonaffini PA, Gori M, Falanga A, Signoroni A, Alessio MG, Zucchi A, Barbui T, Rizzi M. Clinical variables associated with late-onset thrombotic and cardiovascular events, after SARS-CoV-2 infection, in a cohort of patients from the first epidemic wave: an 18-month analysis on the "Surviving-COVID" cohort from Bergamo, Italy. Front Cardiovasc Med 2023;10:1280584. [PMID: 38099229 PMCID: PMC10720075 DOI: 10.3389/fcvm.2023.1280584] [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: 08/20/2023] [Accepted: 11/08/2023] [Indexed: 12/17/2023]  Open
8
Sun J, Shi W, Giuste FO, Vaghani YS, Tang L, Wang MD. Improving explainable AI with patch perturbation-based evaluation pipeline: a COVID-19 X-ray image analysis case study. Sci Rep 2023;13:19488. [PMID: 37945586 PMCID: PMC10636093 DOI: 10.1038/s41598-023-46493-2] [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: 03/21/2023] [Accepted: 11/01/2023] [Indexed: 11/12/2023]  Open
9
Schaudt D, von Schwerin R, Hafner A, Riedel P, Reichert M, von Schwerin M, Beer M, Kloth C. Augmentation strategies for an imbalanced learning problem on a novel COVID-19 severity dataset. Sci Rep 2023;13:18299. [PMID: 37880333 PMCID: PMC10600145 DOI: 10.1038/s41598-023-45532-2] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2023] [Accepted: 10/20/2023] [Indexed: 10/27/2023]  Open
10
Liang Z, Xue Z, Rajaraman S, Feng Y, Antani S. Automatic Quantification of COVID-19 Pulmonary Edema by Self-supervised Contrastive Learning. MEDICAL IMAGE LEARNING WITH LIMITED AND NOISY DATA : SECOND INTERNATIONAL WORKSHOP, MILLAND 2023, HELD IN CONJUNCTION WITH MICCAI 2023, VANCOUVER, BC, CANADA, OCTOBER 8, 2023, PROCEEDINGS. MILLAND (WORKSHOP) : (2ND : 2023 : VANCOUVER, B... 2023;14307:128-137. [PMID: 38415180 PMCID: PMC10896252 DOI: 10.1007/978-3-031-44917-8_12] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/29/2024]
11
Nizam NB, Siddiquee SM, Shirin M, Bhuiyan MIH, Hasan T. COVID-19 Severity Prediction from Chest X-ray Images Using an Anatomy-Aware Deep Learning Model. J Digit Imaging 2023;36:2100-2112. [PMID: 37369941 PMCID: PMC10502002 DOI: 10.1007/s10278-023-00861-6] [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] [Received: 05/17/2023] [Revised: 05/17/2023] [Accepted: 05/25/2023] [Indexed: 06/29/2023]  Open
12
Liu Z, Lv Q, Yang Z, Li Y, Lee CH, Shen L. Recent progress in transformer-based medical image analysis. Comput Biol Med 2023;164:107268. [PMID: 37494821 DOI: 10.1016/j.compbiomed.2023.107268] [Citation(s) in RCA: 10] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2023] [Revised: 05/30/2023] [Accepted: 07/16/2023] [Indexed: 07/28/2023]
13
Zaeri N. Artificial intelligence and machine learning responses to COVID-19 related inquiries. J Med Eng Technol 2023;47:301-320. [PMID: 38625639 DOI: 10.1080/03091902.2024.2321846] [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: 11/14/2021] [Accepted: 02/18/2024] [Indexed: 04/17/2024]
14
Multi-head deep learning framework for pulmonary disease detection and severity scoring with modified progressive learning. Biomed Signal Process Control 2023;85:104855. [PMID: 36987448 PMCID: PMC10036214 DOI: 10.1016/j.bspc.2023.104855] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2022] [Revised: 03/04/2023] [Accepted: 03/11/2023] [Indexed: 03/26/2023]
15
Zhu H, Zhu Z, Wang S, Zhang Y. CovC-ReDRNet: A Deep Learning Model for COVID-19 Classification. MACHINE LEARNING AND KNOWLEDGE EXTRACTION 2023;5:684-712. [PMID: 38560420 PMCID: PMC7615781 DOI: 10.3390/make5030037] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Indexed: 04/04/2024]
16
Yoo SJ, Kim H, Witanto JN, Inui S, Yoon JH, Lee KD, Choi YW, Goo JM, Yoon SH. Generative adversarial network for automatic quantification of Coronavirus disease 2019 pneumonia on chest radiographs. Eur J Radiol 2023;164:110858. [PMID: 37209462 DOI: 10.1016/j.ejrad.2023.110858] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/29/2022] [Revised: 04/10/2023] [Accepted: 04/29/2023] [Indexed: 05/22/2023]
17
Sunnetci KM, Alkan A. Biphasic majority voting-based comparative COVID-19 diagnosis using chest X-ray images. EXPERT SYSTEMS WITH APPLICATIONS 2023;216:119430. [PMID: 36570382 PMCID: PMC9767662 DOI: 10.1016/j.eswa.2022.119430] [Citation(s) in RCA: 13] [Impact Index Per Article: 13.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 05/27/2021] [Revised: 05/27/2022] [Accepted: 12/09/2022] [Indexed: 06/17/2023]
18
Panigutti C, Beretta A, Fadda D, Giannotti F, Pedreschi D, Perotti A, Rinzivillo S. Co-design of human-centered, explainable AI for clinical decision support. ACM T INTERACT INTEL 2023. [DOI: 10.1145/3587271] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/16/2023]
19
Automated prediction of COVID-19 severity upon admission by chest X-ray images and clinical metadata aiming at accuracy and explainability. Sci Rep 2023;13:4226. [PMID: 36918593 PMCID: PMC10012307 DOI: 10.1038/s41598-023-30505-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2022] [Accepted: 02/24/2023] [Indexed: 03/16/2023]  Open
20
Guarrasi V, Soda P. Multi-objective optimization determines when, which and how to fuse deep networks: An application to predict COVID-19 outcomes. Comput Biol Med 2023;154:106625. [PMID: 36738713 PMCID: PMC9892294 DOI: 10.1016/j.compbiomed.2023.106625] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/28/2022] [Revised: 01/18/2023] [Accepted: 01/28/2023] [Indexed: 02/05/2023]
21
Arias-Garzón D, Tabares-Soto R, Bernal-Salcedo J, Ruz GA. Biases associated with database structure for COVID-19 detection in X-ray images. Sci Rep 2023;13:3477. [PMID: 36859430 PMCID: PMC9975856 DOI: 10.1038/s41598-023-30174-1] [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: 06/24/2022] [Accepted: 02/17/2023] [Indexed: 03/03/2023]  Open
22
Meng Y, Bridge J, Addison C, Wang M, Merritt C, Franks S, Mackey M, Messenger S, Sun R, Fitzmaurice T, McCann C, Li Q, Zhao Y, Zheng Y. Bilateral adaptive graph convolutional network on CT based Covid-19 diagnosis with uncertainty-aware consensus-assisted multiple instance learning. Med Image Anal 2023;84:102722. [PMID: 36574737 PMCID: PMC9753459 DOI: 10.1016/j.media.2022.102722] [Citation(s) in RCA: 10] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2022] [Revised: 10/17/2022] [Accepted: 12/02/2022] [Indexed: 12/23/2022]
23
Khan A, Akram MU, Nazir S. Automated grading of chest x-ray images for viral pneumonia with convolutional neural networks ensemble and region of interest localization. PLoS One 2023;18:e0280352. [PMID: 36649367 PMCID: PMC9844910 DOI: 10.1371/journal.pone.0280352] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2022] [Accepted: 12/27/2022] [Indexed: 01/18/2023]  Open
24
A few-shot approach for COVID-19 screening in standard and portable chest X-ray images. Sci Rep 2022;12:21511. [PMID: 36513713 PMCID: PMC9745688 DOI: 10.1038/s41598-022-25754-6] [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: 08/16/2022] [Accepted: 12/05/2022] [Indexed: 12/15/2022]  Open
25
Cov-caldas: A new COVID-19 chest X-Ray dataset from state of Caldas-Colombia. Sci Data 2022;9:757. [PMID: 36476596 PMCID: PMC9729565 DOI: 10.1038/s41597-022-01576-z] [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: 04/12/2022] [Accepted: 07/21/2022] [Indexed: 12/13/2022]  Open
26
Li H, Zeng N, Wu P, Clawson K. Cov-Net: A computer-aided diagnosis method for recognizing COVID-19 from chest X-ray images via machine vision. EXPERT SYSTEMS WITH APPLICATIONS 2022;207:118029. [PMID: 35812003 PMCID: PMC9252868 DOI: 10.1016/j.eswa.2022.118029] [Citation(s) in RCA: 35] [Impact Index Per Article: 17.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/06/2021] [Revised: 06/17/2022] [Accepted: 06/29/2022] [Indexed: 05/05/2023]
27
Developing medical imaging AI for emerging infectious diseases. Nat Commun 2022;13:7060. [PMID: 36400764 PMCID: PMC9672573 DOI: 10.1038/s41467-022-34234-4] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2022] [Accepted: 10/19/2022] [Indexed: 11/19/2022]  Open
28
New patch-based strategy for COVID-19 automatic identification using chest x-ray images. HEALTH AND TECHNOLOGY 2022;12:1117-1132. [PMCID: PMC9647770 DOI: 10.1007/s12553-022-00704-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/22/2022] [Accepted: 10/09/2022] [Indexed: 11/11/2022]
29
Sharma A, Mishra PK. Covid-MANet: Multi-task attention network for explainable diagnosis and severity assessment of COVID-19 from CXR images. PATTERN RECOGNITION 2022;131:108826. [PMID: 35698723 PMCID: PMC9170279 DOI: 10.1016/j.patcog.2022.108826] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/21/2021] [Revised: 04/24/2022] [Accepted: 06/02/2022] [Indexed: 05/17/2023]
30
Mittal S, Venugopal VK, Agarwal VK, Malhotra M, Chatha JS, Kapur S, Gupta A, Batra V, Majumdar P, Malhotra A, Thakral K, Chhabra S, Vatsa M, Singh R, Chaudhury S. A novel abnormality annotation database for COVID-19 affected frontal lung X-rays. PLoS One 2022;17:e0271931. [PMID: 36240175 PMCID: PMC9565456 DOI: 10.1371/journal.pone.0271931] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/17/2022] [Accepted: 07/10/2022] [Indexed: 12/23/2022]  Open
31
He S, Feng Y, Grant PE, Ou Y. Deep Relation Learning for Regression and Its Application to Brain Age Estimation. IEEE TRANSACTIONS ON MEDICAL IMAGING 2022;41:2304-2317. [PMID: 35320092 PMCID: PMC9782832 DOI: 10.1109/tmi.2022.3161739] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/14/2023]
32
Zicari RV. Assessing Trustworthy AI in Times of COVID-19: Deep Learning for Predicting a Multiregional Score Conveying the Degree of Lung Compromise in COVID-19 Patients. IEEE TRANSACTIONS ON TECHNOLOGY AND SOCIETY 2022;3:272-289. [PMID: 36573115 PMCID: PMC9762021 DOI: 10.1109/tts.2022.3195114] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/08/2021] [Revised: 07/13/2022] [Accepted: 07/18/2022] [Indexed: 12/30/2022]
33
Automatic scoring of COVID-19 severity in X-ray imaging based on a novel deep learning workflow. Sci Rep 2022;12:12791. [PMID: 35896761 PMCID: PMC9326426 DOI: 10.1038/s41598-022-15013-z] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2022] [Accepted: 06/16/2022] [Indexed: 11/30/2022]  Open
34
Chandra TB, Singh BK, Jain D. Disease Localization and Severity Assessment in Chest X-Ray Images using Multi-Stage Superpixels Classification. COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE 2022;222:106947. [PMID: 35749885 PMCID: PMC9403875 DOI: 10.1016/j.cmpb.2022.106947] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/05/2022] [Revised: 05/25/2022] [Accepted: 06/08/2022] [Indexed: 05/13/2023]
35
Dense Convolutional Network and Its Application in Medical Image Analysis. BIOMED RESEARCH INTERNATIONAL 2022;2022:2384830. [PMID: 35509707 PMCID: PMC9060995 DOI: 10.1155/2022/2384830] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/28/2022] [Accepted: 03/23/2022] [Indexed: 12/28/2022]
36
Hsieh PC, Chao YC, Tsai KW, Li CH, Tzeng IS, Wu YK, Shih CY. Efficacy and Safety of Complementary Therapy With Jing Si Herbal Tea in Patients With Mild-To-Moderate COVID-19: A Prospective Cohort Study. Front Nutr 2022;9:832321. [PMID: 35369061 PMCID: PMC8967163 DOI: 10.3389/fnut.2022.832321] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2021] [Accepted: 01/24/2022] [Indexed: 01/02/2023]  Open
37
Tricarico D, Calandri M, Barba M, Piatti C, Geninatti C, Basile D, Gatti M, Melis M, Veltri A. Convolutional Neural Network-Based Automatic Analysis of Chest Radiographs for the Detection of COVID-19 Pneumonia: A Prioritizing Tool in the Emergency Department, Phase I Study and Preliminary "Real Life" Results. Diagnostics (Basel) 2022;12:diagnostics12030570. [PMID: 35328122 PMCID: PMC8947382 DOI: 10.3390/diagnostics12030570] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/25/2021] [Revised: 02/11/2022] [Accepted: 02/15/2022] [Indexed: 12/26/2022]  Open
38
Imagawa K, Shiomoto K. Performance change with the number of training data: A case study on the binary classification of COVID-19 chest X-ray by using convolutional neural networks. Comput Biol Med 2022;142:105251. [PMID: 35093727 DOI: 10.1016/j.compbiomed.2022.105251] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/25/2021] [Revised: 01/15/2022] [Accepted: 01/19/2022] [Indexed: 12/24/2022]
39
Guarrasi V, D'Amico NC, Sicilia R, Cordelli E, Soda P. Pareto optimization of deep networks for COVID-19 diagnosis from chest X-rays. PATTERN RECOGNITION 2022;121:108242. [PMID: 34393277 PMCID: PMC8351284 DOI: 10.1016/j.patcog.2021.108242] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/31/2021] [Revised: 07/26/2021] [Accepted: 08/08/2021] [Indexed: 05/05/2023]
40
Garcia Santa Cruz B, Bossa MN, Sölter J, Husch AD. Public Covid-19 X-ray datasets and their impact on model bias - A systematic review of a significant problem. Med Image Anal 2021. [PMID: 34597937 DOI: 10.1101/2021.02.15.21251775] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/09/2023]
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Gidde PS, Prasad SS, Singh AP, Bhatheja N, Prakash S, Singh P, Saboo A, Takhar R, Gupta S, Saurav S, M V R, Singh A, Sardana V, Mahajan H, Kalyanpur A, Mandal AS, Mahajan V, Agrawal A, Agrawal A, Venugopal VK, Singh S, Dash D. Validation of expert system enhanced deep learning algorithm for automated screening for COVID-Pneumonia on chest X-rays. Sci Rep 2021;11:23210. [PMID: 34853342 PMCID: PMC8636645 DOI: 10.1038/s41598-021-02003-w] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/16/2021] [Accepted: 11/01/2021] [Indexed: 12/15/2022]  Open
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Gudigar A, Raghavendra U, Nayak S, Ooi CP, Chan WY, Gangavarapu MR, Dharmik C, Samanth J, Kadri NA, Hasikin K, Barua PD, Chakraborty S, Ciaccio EJ, Acharya UR. Role of Artificial Intelligence in COVID-19 Detection. SENSORS (BASEL, SWITZERLAND) 2021;21:8045. [PMID: 34884045 PMCID: PMC8659534 DOI: 10.3390/s21238045] [Citation(s) in RCA: 17] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/05/2021] [Revised: 11/26/2021] [Accepted: 11/26/2021] [Indexed: 12/15/2022]
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Candemir S, Nguyen XV, Folio LR, Prevedello LM. Training Strategies for Radiology Deep Learning Models in Data-limited Scenarios. Radiol Artif Intell 2021;3:e210014. [PMID: 34870217 PMCID: PMC8637222 DOI: 10.1148/ryai.2021210014] [Citation(s) in RCA: 26] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2021] [Revised: 09/08/2021] [Accepted: 09/16/2021] [Indexed: 12/22/2022]
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Radiology Implementation Considerations for Artificial Intelligence (AI) Applied to COVID-19, From the AJR Special Series on AI Applications. AJR Am J Roentgenol 2021;219:15-23. [PMID: 34612681 DOI: 10.2214/ajr.21.26717] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
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Abdelwhab Ouahab. Multimodal Convolutional Neural Networks for Detection of Covid-19 Using Chest X-Ray and CT Images. OPTICAL MEMORY AND NEURAL NETWORKS 2021. [PMCID: PMC8715284 DOI: 10.3103/s1060992x21040044] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
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Hryniewska W, Bombiński P, Szatkowski P, Tomaszewska P, Przelaskowski A, Biecek P. Checklist for responsible deep learning modeling of medical images based on COVID-19 detection studies. PATTERN RECOGNITION 2021;118:108035. [PMID: 34054148 PMCID: PMC8139442 DOI: 10.1016/j.patcog.2021.108035] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/10/2021] [Revised: 04/23/2021] [Accepted: 05/11/2021] [Indexed: 05/21/2023]
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Pal A, Ali A, Young TR, Oostenbrink J, Prabhakar A, Prabhakar A, Deacon N, Arnold A, Eltayeb A, Yap C, Young DM, Tang A, Lakshmanan S, Lim YY, Pokarowski M, Kakodkar P. Comprehensive literature review on the radiographic findings, imaging modalities, and the role of radiology in the COVID-19 pandemic. World J Radiol 2021;13:258-282. [PMID: 34630913 PMCID: PMC8473437 DOI: 10.4329/wjr.v13.i9.258] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/06/2021] [Revised: 03/28/2021] [Accepted: 08/04/2021] [Indexed: 02/06/2023]  Open
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Asada K, Komatsu M, Shimoyama R, Takasawa K, Shinkai N, Sakai A, Bolatkan A, Yamada M, Takahashi S, Machino H, Kobayashi K, Kaneko S, Hamamoto R. Application of Artificial Intelligence in COVID-19 Diagnosis and Therapeutics. J Pers Med 2021;11:886. [PMID: 34575663 PMCID: PMC8471764 DOI: 10.3390/jpm11090886] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/19/2021] [Revised: 09/01/2021] [Accepted: 09/02/2021] [Indexed: 12/12/2022]  Open
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Deep Learning for COVID-19 Diagnosis from CT Images. APPLIED SCIENCES-BASEL 2021. [DOI: 10.3390/app11178227] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
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Application of deep learning to identify COVID-19 infection in posteroanterior chest X-rays. Clin Imaging 2021;80:268-273. [PMID: 34425544 PMCID: PMC8302887 DOI: 10.1016/j.clinimag.2021.07.004] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2021] [Revised: 07/06/2021] [Accepted: 07/19/2021] [Indexed: 12/11/2022]
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