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For: Chartsias A, Joyce T, Papanastasiou G, Semple S, Williams M, Newby DE, Dharmakumar R, Tsaftaris SA. Disentangled representation learning in cardiac image analysis. Med Image Anal 2019;58:101535. [PMID: 31351230 PMCID: PMC6815716 DOI: 10.1016/j.media.2019.101535] [Citation(s) in RCA: 55] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2018] [Revised: 07/11/2019] [Accepted: 07/17/2019] [Indexed: 01/08/2023]
Number Cited by Other Article(s)
1
Mahawar J, Paul A. Generalizable diagnosis of chest radiographs through attention-guided decomposition of images utilizing self-consistency loss. Comput Biol Med 2024;180:108922. [PMID: 39089108 DOI: 10.1016/j.compbiomed.2024.108922] [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: 10/01/2023] [Revised: 07/15/2024] [Accepted: 07/16/2024] [Indexed: 08/03/2024]
2
Batool A, Byun YC. Brain tumor detection with integrating traditional and computational intelligence approaches across diverse imaging modalities - Challenges and future directions. Comput Biol Med 2024;175:108412. [PMID: 38691914 DOI: 10.1016/j.compbiomed.2024.108412] [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: 10/19/2023] [Revised: 03/18/2024] [Accepted: 04/02/2024] [Indexed: 05/03/2024]
3
Zhang Y, Chen Z, Yang X. Light-M: An efficient lightweight medical image segmentation framework for resource-constrained IoMT. Comput Biol Med 2024;170:108088. [PMID: 38320339 DOI: 10.1016/j.compbiomed.2024.108088] [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: 09/20/2023] [Revised: 12/22/2023] [Accepted: 01/27/2024] [Indexed: 02/08/2024]
4
Xing F, Yang X, Cornish TC, Ghosh D. Learning with limited target data to detect cells in cross-modality images. Med Image Anal 2023;90:102969. [PMID: 37802010 DOI: 10.1016/j.media.2023.102969] [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: 02/27/2023] [Revised: 08/16/2023] [Accepted: 09/11/2023] [Indexed: 10/08/2023]
5
Dorent R, Haouchine N, Kogl F, Joutard S, Juvekar P, Torio E, Golby A, Ourselin S, Frisken S, Vercauteren T, Kapur T, Wells WM. Unified Brain MR-Ultrasound Synthesis using Multi-Modal Hierarchical Representations. MEDICAL IMAGE COMPUTING AND COMPUTER-ASSISTED INTERVENTION : MICCAI ... INTERNATIONAL CONFERENCE ON MEDICAL IMAGE COMPUTING AND COMPUTER-ASSISTED INTERVENTION 2023;2023:448-458. [PMID: 38655383 PMCID: PMC7615858 DOI: 10.1007/978-3-031-43999-5_43] [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: 04/26/2024]
6
Gu R, Wang G, Lu J, Zhang J, Lei W, Chen Y, Liao W, Zhang S, Li K, Metaxas DN, Zhang S. CDDSA: Contrastive domain disentanglement and style augmentation for generalizable medical image segmentation. Med Image Anal 2023;89:102904. [PMID: 37506556 DOI: 10.1016/j.media.2023.102904] [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: 11/10/2022] [Revised: 06/06/2023] [Accepted: 07/12/2023] [Indexed: 07/30/2023]
7
Zuo L, Liu Y, Xue Y, Dewey BE, Remedios SW, Hays SP, Bilgel M, Mowry EM, Newsome SD, Calabresi PA, Resnick SM, Prince JL, Carass A. HACA3: A unified approach for multi-site MR image harmonization. Comput Med Imaging Graph 2023;109:102285. [PMID: 37657151 PMCID: PMC10592042 DOI: 10.1016/j.compmedimag.2023.102285] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2023] [Revised: 07/11/2023] [Accepted: 08/08/2023] [Indexed: 09/03/2023]
8
Li L, Ding W, Huang L, Zhuang X, Grau V. Multi-modality cardiac image computing: A survey. Med Image Anal 2023;88:102869. [PMID: 37384950 DOI: 10.1016/j.media.2023.102869] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2022] [Revised: 05/01/2023] [Accepted: 06/12/2023] [Indexed: 07/01/2023]
9
Buoso S, Joyce T, Schulthess N, Kozerke S. MRXCAT2.0: Synthesis of realistic numerical phantoms by combining left-ventricular shape learning, biophysical simulations and tissue texture generation. J Cardiovasc Magn Reson 2023;25:25. [PMID: 37076840 PMCID: PMC10116689 DOI: 10.1186/s12968-023-00934-z] [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: 09/16/2022] [Accepted: 03/15/2023] [Indexed: 04/21/2023]  Open
10
Yu Z, Han X, Zhang S, Feng J, Peng T, Zhang XY. MouseGAN++: Unsupervised Disentanglement and Contrastive Representation for Multiple MRI Modalities Synthesis and Structural Segmentation of Mouse Brain. IEEE TRANSACTIONS ON MEDICAL IMAGING 2023;42:1197-1209. [PMID: 36449589 DOI: 10.1109/tmi.2022.3225528] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/17/2023]
11
Salih A, Boscolo Galazzo I, Gkontra P, Lee AM, Lekadir K, Raisi-Estabragh Z, Petersen SE. Explainable Artificial Intelligence and Cardiac Imaging: Toward More Interpretable Models. Circ Cardiovasc Imaging 2023;16:e014519. [PMID: 37042240 DOI: 10.1161/circimaging.122.014519] [Citation(s) in RCA: 12] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 04/13/2023]
12
Attri-VAE: Attribute-based interpretable representations of medical images with variational autoencoders. Comput Med Imaging Graph 2023;104:102158. [PMID: 36638626 DOI: 10.1016/j.compmedimag.2022.102158] [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: 09/21/2022] [Revised: 12/06/2022] [Accepted: 12/06/2022] [Indexed: 12/13/2022]
13
Fischer M, Hepp T, Gatidis S, Yang B. Self-supervised contrastive learning with random walks for medical image segmentation with limited annotations. Comput Med Imaging Graph 2023;104:102174. [PMID: 36640485 DOI: 10.1016/j.compmedimag.2022.102174] [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] [Received: 07/01/2022] [Revised: 12/06/2022] [Accepted: 12/27/2022] [Indexed: 01/11/2023]
14
Eddahmani I, Pham CH, Napoléon T, Badoc I, Fouefack JR, El-Bouz M. Unsupervised Learning of Disentangled Representation via Auto-Encoding: A Survey. SENSORS (BASEL, SWITZERLAND) 2023;23:2362. [PMID: 36850960 PMCID: PMC9960632 DOI: 10.3390/s23042362] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/14/2022] [Revised: 02/11/2023] [Accepted: 02/16/2023] [Indexed: 06/18/2023]
15
Beetz M, Corral Acero J, Banerjee A, Eitel I, Zacur E, Lange T, Stiermaier T, Evertz R, Backhaus SJ, Thiele H, Bueno-Orovio A, Lamata P, Schuster A, Grau V. Interpretable cardiac anatomy modeling using variational mesh autoencoders. Front Cardiovasc Med 2022;9:983868. [PMID: 36620629 PMCID: PMC9813669 DOI: 10.3389/fcvm.2022.983868] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2022] [Accepted: 10/24/2022] [Indexed: 12/24/2022]  Open
16
A Graphical Approach for Filter Pruning by Exploring the Similarity Relation between Feature Maps. Pattern Recognit Lett 2022. [DOI: 10.1016/j.patrec.2022.12.028] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
17
Hasan SMK, Linte CA. Learning Deep Representations of Cardiac Structures for 4D Cine MRI Image Segmentation through Semi-Supervised Learning. APPLIED SCIENCES (BASEL, SWITZERLAND) 2022;12:12163. [PMID: 37125242 PMCID: PMC10134910 DOI: 10.3390/app122312163] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Indexed: 05/02/2023]
18
Liu Y, Carass A, Zuo L, He Y, Han S, Gregori L, Murray S, Mishra R, Lei J, Calabresi PA, Saidha S, Prince JL. Disentangled Representation Learning for OCTA Vessel Segmentation With Limited Training Data. IEEE TRANSACTIONS ON MEDICAL IMAGING 2022;41:3686-3698. [PMID: 35862335 PMCID: PMC9910788 DOI: 10.1109/tmi.2022.3193029] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 06/15/2023]
19
Painchaud N, Duchateau N, Bernard O, Jodoin PM. Echocardiography Segmentation With Enforced Temporal Consistency. IEEE TRANSACTIONS ON MEDICAL IMAGING 2022;41:2867-2878. [PMID: 35533176 DOI: 10.1109/tmi.2022.3173669] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/14/2023]
20
Zhan B, Zhou L, Li Z, Wu X, Pu Y, Zhou J, Wang Y, Shen D. D2FE-GAN: Decoupled dual feature extraction based GAN for MRI image synthesis. Knowl Based Syst 2022. [DOI: 10.1016/j.knosys.2022.109362] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/17/2022]
21
Bercea CI, Wiestler B, Rueckert D, Albarqouni S. Federated disentangled representation learning for unsupervised brain anomaly detection. NAT MACH INTELL 2022. [DOI: 10.1038/s42256-022-00515-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
22
Reaungamornrat S, Sari H, Catana C, Kamen A. Multimodal image synthesis based on disentanglement representations of anatomical and modality specific features, learned using uncooperative relativistic GAN. Med Image Anal 2022;80:102514. [PMID: 35717874 PMCID: PMC9810205 DOI: 10.1016/j.media.2022.102514] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/23/2021] [Revised: 05/20/2022] [Accepted: 06/10/2022] [Indexed: 01/05/2023]
23
Liu X, Sanchez P, Thermos S, O'Neil AQ, Tsaftaris SA. Learning disentangled representations in the imaging domain. Med Image Anal 2022;80:102516. [PMID: 35751992 DOI: 10.1016/j.media.2022.102516] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2021] [Revised: 04/05/2022] [Accepted: 06/10/2022] [Indexed: 12/12/2022]
24
Barragán-Montero A, Bibal A, Dastarac MH, Draguet C, Valdés G, Nguyen D, Willems S, Vandewinckele L, Holmström M, Löfman F, Souris K, Sterpin E, Lee JA. Towards a safe and efficient clinical implementation of machine learning in radiation oncology by exploring model interpretability, explainability and data-model dependency. Phys Med Biol 2022;67:10.1088/1361-6560/ac678a. [PMID: 35421855 PMCID: PMC9870296 DOI: 10.1088/1361-6560/ac678a] [Citation(s) in RCA: 16] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2021] [Accepted: 04/14/2022] [Indexed: 01/26/2023]
25
Weine J, van Gorkum RJH, Stoeck CT, Vishnevskiy V, Kozerke S. Synthetically Trained Convolutional Neural Networks for Improved Tensor Estimation from Free-Breathing Cardiac DTI. Comput Med Imaging Graph 2022;99:102075. [DOI: 10.1016/j.compmedimag.2022.102075] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2021] [Revised: 03/15/2022] [Accepted: 05/05/2022] [Indexed: 10/18/2022]
26
Wang C, Yang G, Papanastasiou G. Unsupervised Image Registration towards Enhancing Performance and Explainability in Cardiac and Brain Image Analysis. SENSORS (BASEL, SWITZERLAND) 2022;22:2125. [PMID: 35336295 PMCID: PMC8951078 DOI: 10.3390/s22062125] [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] [Subscribe] [Scholar Register] [Received: 02/04/2022] [Revised: 03/01/2022] [Accepted: 03/07/2022] [Indexed: 02/04/2023]
27
GAN-based disentanglement learning for chest X-ray rib suppression. Med Image Anal 2022;77:102369. [DOI: 10.1016/j.media.2022.102369] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2021] [Revised: 12/09/2021] [Accepted: 01/10/2022] [Indexed: 11/19/2022]
28
CyCMIS: Cycle-consistent Cross-domain Medical Image Segmentation via diverse image augmentation. Med Image Anal 2021;76:102328. [PMID: 34920236 DOI: 10.1016/j.media.2021.102328] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2021] [Revised: 11/15/2021] [Accepted: 12/01/2021] [Indexed: 01/26/2023]
29
Campello VM, Gkontra P, Izquierdo C, Martin-Isla C, Sojoudi A, Full PM, Maier-Hein K, Zhang Y, He Z, Ma J, Parreno M, Albiol A, Kong F, Shadden SC, Acero JC, Sundaresan V, Saber M, Elattar M, Li H, Menze B, Khader F, Haarburger C, Scannell CM, Veta M, Carscadden A, Punithakumar K, Liu X, Tsaftaris SA, Huang X, Yang X, Li L, Zhuang X, Vilades D, Descalzo ML, Guala A, Mura LL, Friedrich MG, Garg R, Lebel J, Henriques F, Karakas M, Cavus E, Petersen SE, Escalera S, Segui S, Rodriguez-Palomares JF, Lekadir K. Multi-Centre, Multi-Vendor and Multi-Disease Cardiac Segmentation: The M&Ms Challenge. IEEE TRANSACTIONS ON MEDICAL IMAGING 2021;40:3543-3554. [PMID: 34138702 DOI: 10.1109/tmi.2021.3090082] [Citation(s) in RCA: 94] [Impact Index Per Article: 31.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/12/2023]
30
Zuo L, Dewey BE, Liu Y, He Y, Newsome SD, Mowry EM, Resnick SM, Prince JL, Carass A. Unsupervised MR harmonization by learning disentangled representations using information bottleneck theory. Neuroimage 2021;243:118569. [PMID: 34506916 PMCID: PMC10473284 DOI: 10.1016/j.neuroimage.2021.118569] [Citation(s) in RCA: 30] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2021] [Revised: 08/11/2021] [Accepted: 09/07/2021] [Indexed: 01/19/2023]  Open
31
Xing F, Cornish TC, Bennett TD, Ghosh D. Bidirectional Mapping-Based Domain Adaptation for Nucleus Detection in Cross-Modality Microscopy Images. IEEE TRANSACTIONS ON MEDICAL IMAGING 2021;40:2880-2896. [PMID: 33284750 PMCID: PMC8543886 DOI: 10.1109/tmi.2020.3042789] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/12/2023]
32
Decomposing normal and abnormal features of medical images for content-based image retrieval of glioma imaging. Med Image Anal 2021;74:102227. [PMID: 34543911 DOI: 10.1016/j.media.2021.102227] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2021] [Revised: 09/05/2021] [Accepted: 09/06/2021] [Indexed: 11/20/2022]
33
Wu Y, Tang Z, Li B, Firmin D, Yang G. Recent Advances in Fibrosis and Scar Segmentation From Cardiac MRI: A State-of-the-Art Review and Future Perspectives. Front Physiol 2021;12:709230. [PMID: 34413789 PMCID: PMC8369509 DOI: 10.3389/fphys.2021.709230] [Citation(s) in RCA: 22] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2021] [Accepted: 06/28/2021] [Indexed: 12/03/2022]  Open
34
Artificial Intelligence in Computer Vision: Cardiac MRI and Multimodality Imaging Segmentation. CURRENT CARDIOVASCULAR RISK REPORTS 2021;15. [PMID: 35693045 PMCID: PMC9187294 DOI: 10.1007/s12170-021-00678-4] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
35
Valvano G, Leo A, Tsaftaris SA. Learning to Segment From Scribbles Using Multi-Scale Adversarial Attention Gates. IEEE TRANSACTIONS ON MEDICAL IMAGING 2021;40:1990-2001. [PMID: 33784616 DOI: 10.1109/tmi.2021.3069634] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/12/2023]
36
Sermesant M, Delingette H, Cochet H, Jaïs P, Ayache N. Applications of artificial intelligence in cardiovascular imaging. Nat Rev Cardiol 2021;18:600-609. [PMID: 33712806 DOI: 10.1038/s41569-021-00527-2] [Citation(s) in RCA: 55] [Impact Index Per Article: 18.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 02/08/2021] [Indexed: 01/31/2023]
37
Guo S, Xu L, Feng C, Xiong H, Gao Z, Zhang H. Multi-level semantic adaptation for few-shot segmentation on cardiac image sequences. Med Image Anal 2021;73:102170. [PMID: 34380105 DOI: 10.1016/j.media.2021.102170] [Citation(s) in RCA: 18] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/03/2021] [Revised: 06/04/2021] [Accepted: 07/12/2021] [Indexed: 01/01/2023]
38
Vesal S, Gu M, Maier A, Ravikumar N. Spatio-Temporal Multi-Task Learning for Cardiac MRI Left Ventricle Quantification. IEEE J Biomed Health Inform 2021;25:2698-2709. [PMID: 33351771 DOI: 10.1109/jbhi.2020.3046449] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
39
Xia T, Chartsias A, Wang C, Tsaftaris SA. Learning to synthesise the ageing brain without longitudinal data. Med Image Anal 2021;73:102169. [PMID: 34311421 DOI: 10.1016/j.media.2021.102169] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2020] [Revised: 07/01/2021] [Accepted: 07/09/2021] [Indexed: 12/21/2022]
40
Cheng J, Gao M, Liu J, Yue H, Kuang H, Liu J, Wang J. Multimodal Disentangled Variational Autoencoder with Game Theoretic Interpretability for Glioma grading. IEEE J Biomed Health Inform 2021;26:673-684. [PMID: 34236971 DOI: 10.1109/jbhi.2021.3095476] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
41
Kläser K, Varsavsky T, Markiewicz P, Vercauteren T, Hammers A, Atkinson D, Thielemans K, Hutton B, Cardoso MJ, Ourselin S. Imitation learning for improved 3D PET/MR attenuation correction. Med Image Anal 2021;71:102079. [PMID: 33951598 PMCID: PMC7611431 DOI: 10.1016/j.media.2021.102079] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2020] [Revised: 04/01/2021] [Accepted: 04/06/2021] [Indexed: 12/24/2022]
42
Ren M, Dey N, Fishbaugh J, Gerig G. Segmentation-Renormalized Deep Feature Modulation for Unpaired Image Harmonization. IEEE TRANSACTIONS ON MEDICAL IMAGING 2021;40:1519-1530. [PMID: 33591913 PMCID: PMC8294062 DOI: 10.1109/tmi.2021.3059726] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/03/2023]
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Havaei M, Mao X, Wang Y, Lao Q. Conditional generation of medical images via disentangled adversarial inference. Med Image Anal 2021;72:102106. [PMID: 34153625 DOI: 10.1016/j.media.2021.102106] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2020] [Revised: 03/30/2021] [Accepted: 05/12/2021] [Indexed: 02/05/2023]
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Zhou SK, Greenspan H, Davatzikos C, Duncan JS, van Ginneken B, Madabhushi A, Prince JL, Rueckert D, Summers RM. A review of deep learning in medical imaging: Imaging traits, technology trends, case studies with progress highlights, and future promises. PROCEEDINGS OF THE IEEE. INSTITUTE OF ELECTRICAL AND ELECTRONICS ENGINEERS 2021;109:820-838. [PMID: 37786449 PMCID: PMC10544772 DOI: 10.1109/jproc.2021.3054390] [Citation(s) in RCA: 176] [Impact Index Per Article: 58.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/04/2023]
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Chen X, Lian C, Wang L, Deng H, Kuang T, Fung SH, Gateno J, Shen D, Xia JJ, Yap PT. Diverse data augmentation for learning image segmentation with cross-modality annotations. Med Image Anal 2021;71:102060. [PMID: 33957558 DOI: 10.1016/j.media.2021.102060] [Citation(s) in RCA: 20] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/17/2020] [Revised: 03/20/2021] [Accepted: 03/29/2021] [Indexed: 10/21/2022]
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Wang C, Yang G, Papanastasiou G, Tsaftaris SA, Newby DE, Gray C, Macnaught G, MacGillivray TJ. DiCyc: GAN-based deformation invariant cross-domain information fusion for medical image synthesis. AN INTERNATIONAL JOURNAL ON INFORMATION FUSION 2021;67:147-160. [PMID: 33658909 PMCID: PMC7763495 DOI: 10.1016/j.inffus.2020.10.015] [Citation(s) in RCA: 25] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/04/2020] [Revised: 10/19/2020] [Accepted: 10/21/2020] [Indexed: 05/22/2023]
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Chartsias A, Papanastasiou G, Wang C, Semple S, Newby DE, Dharmakumar R, Tsaftaris SA. Disentangle, Align and Fuse for Multimodal and Semi-Supervised Image Segmentation. IEEE TRANSACTIONS ON MEDICAL IMAGING 2021;40:781-792. [PMID: 33156786 PMCID: PMC8011298 DOI: 10.1109/tmi.2020.3036584] [Citation(s) in RCA: 21] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/22/2023]
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Vu QD, Kim K, Kwak JT. Unsupervised Tumor Characterization via Conditional Generative Adversarial Networks. IEEE J Biomed Health Inform 2021;25:348-357. [PMID: 32396112 DOI: 10.1109/jbhi.2020.2993560] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
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Meng Q. Mutual Information-Based Disentangled Neural Networks for Classifying Unseen Categories in Different Domains: Application to Fetal Ultrasound Imaging. IEEE TRANSACTIONS ON MEDICAL IMAGING 2021;40:722-734. [PMID: 33141662 PMCID: PMC7116845 DOI: 10.1109/tmi.2020.3035424] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/11/2023]
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Wu F, Zhuang X. CF Distance: A New Domain Discrepancy Metric and Application to Explicit Domain Adaptation for Cross-Modality Cardiac Image Segmentation. IEEE TRANSACTIONS ON MEDICAL IMAGING 2020;39:4274-4285. [PMID: 32784131 DOI: 10.1109/tmi.2020.3016144] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/11/2023]
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