Title
Weakly-supervised positional contrastive learning: application to cirrhosis classification Emma Sarfati Alexandre Bône Marc-Michel Rohé Pietro Gori Isabelle Bloch 23 1 0 10 Jul 2023
MedLSAM: Localize and Segment Anything Model for 3D CT Images Wenhui Lei Xu Wei Xiaofan Zhang Kang Li Shaoting Zhang MedIm 26 3 0 26 Jun 2023
A Comparison of Self-Supervised Pretraining Approaches for Predicting Disease Risk from Chest Radiograph Images Yanru Chen Michael T Lu V. Raghu SSL 24 0 0 15 Jun 2023
Advancing Volumetric Medical Image Segmentation via Global-Local Masked Autoencoder Jiafan Zhuang Luyang Luo Hao Chen 28 11 0 15 Jun 2023
Context-Aware Self-Supervised Learning of Whole Slide Images Milan Aryal Nasim Yahya Soltani 24 5 0 07 Jun 2023
Automatic retrieval of corresponding US views in longitudinal examinations H. Kerdegari Tran Huy Nhat Phung1 Van Hao Nguyen Thi Phuong Thao Truong Ngoc Minh Thu Le ... Reza Razavi L. Thwaites S. Yacoub A. King Alberto Gómez 19 0 0 07 Jun 2023
SSL-CPCD: Self-supervised learning with composite pretext-class discrimination for improved generalisability in endoscopic image analysis Ziang Xu J. Rittscher Sharib Ali 26 3 0 31 May 2023
Additional Positive Enables Better Representation Learning for Medical Images Dewen Zeng Yawen Wu Xinrong Hu Xiaowei Xu Jingtong Hu Yiyu Shi SSL 19 1 0 31 May 2023
Physics-Informed Computer Vision: A Review and Perspectives C. Banerjee Kien Nguyen Clinton Fookes G. Karniadakis PINN AI4CE 34 30 0 29 May 2023
Clinically Labeled Contrastive Learning for OCT Biomarker Classification Kiran Kokilepersaud Stephanie Trejo Corona Mohit Prabhushankar Ghassan Al-Regib C. Wykoff 23 13 0 24 May 2023
Weakly Supervised AUC Optimization: A Unified Partial AUC Approach Zheng Xie Yu Liu Hao He Ming Li Zhi-Hua Zhou NoLa 32 4 0 23 May 2023
Mode-Aware Continual Learning for Conditional Generative Adversarial Networks Cat P. Le Juncheng Dong Ahmed Aloui Vahid Tarokh TTA GAN 33 1 0 19 May 2023
Learning Better Contrastive View from Radiologist's Gaze Sheng Wang Zixu Zhuang Xi Ouyang Lichi Zhang Zheren Li Chong Ma Tianming Liu Dinggang Shen Qian Wang MedIm 39 2 0 15 May 2023
Parameter-Efficient Fine-Tuning for Medical Image Analysis: The Missed Opportunity Raman Dutt Linus Ericsson Pedro Sanchez Sotirios A. Tsaftaris Timothy M. Hospedales MedIm 30 50 0 14 May 2023
How to Train Your CheXDragon: Training Chest X-Ray Models for Transfer to Novel Tasks and Healthcare Systems Cara Van Uden Jeremy Irvin Mars Huang N. Dean J. Carr A. Ng C. Langlotz OOD 32 1 0 13 May 2023
Medical supervised masked autoencoders: Crafting a better masking strategy and efficient fine-tuning schedule for medical image classification Jia-ju Mao Shu-Hua Guo Yuan Chang Xuesong Yin Binling Nie 28 2 0 10 May 2023
Cross-Shaped Windows Transformer with Self-supervised Pretraining for Clinically Significant Prostate Cancer Detection in Bi-parametric MRI Yuheng Li Jacob F. Wynne Jing Wang Richard L. J. Qiu J. Roper ... A. Jani Tian Liu P. Patel H. Mao Xiaofeng Yang OOD ViT MedIm 30 10 0 30 Apr 2023
Benchmarking Low-Shot Robustness to Natural Distribution Shifts Aaditya K. Singh Kartik Sarangmath Prithvijit Chattopadhyay Judy Hoffman OOD 44 1 0 21 Apr 2023
Learning Self-Supervised Representations for Label Efficient Cross-Domain Knowledge Transfer on Diabetic Retinopathy Fundus Images Ekta Gupta Varun Gupta M. Chopra Prakash Chandra Chhipa Marcus Liwicki 24 1 0 20 Apr 2023
Domain Generalization for Mammographic Image Analysis with Contrastive Learning Zheren Li Zhiming Cui Lichi Zhang Sheng Wang Chenjin Lei ... Yajia Gu Zaiyi Liu Chunling Liu Dinggang Shen Jie‐Zhi Cheng 18 2 0 20 Apr 2023
Domain Adaptable Self-supervised Representation Learning on Remote Sensing Satellite Imagery M. Chopra Prakash Chandra Chhipa G. Mengi Varun Gupta Marcus Liwicki SSL 25 1 0 19 Apr 2023
Morph-SSL: Self-Supervision with Longitudinal Morphing to Predict AMD Progression from OCT A. Chakravarty T. Emre Oliver Leingang Sophie Riedl Julia Mai ... S. Sivaprasad Daniel Rueckert A. Lotery U. Schmidt-Erfurth Hrvoje Bogunović 34 1 0 17 Apr 2023
Multimodal Representation Learning of Cardiovascular Magnetic Resonance Imaging Jielin Qiu Peide Huang Makiya Nakashima Jae-Hyeok Lee Jiacheng Zhu ... Byung-Hak Kim Debbie Kwon Douglas Weber Ding Zhao David Chen SSL 27 5 0 16 Apr 2023
Self-supervision for medical image classification: state-of-the-art performance with ~100 labeled training samples per class M. Nielsen Laura Wenderoth T. Sentker R. Werner AI4MH OOD 17 12 0 11 Apr 2023
Semi-Supervised Relational Contrastive Learning Attiano Purpura-Pontoniere D. Terzopoulos Adam S. Wang A. Imran SSL 15 1 0 11 Apr 2023
Localized Region Contrast for Enhancing Self-Supervised Learning in Medical Image Segmentation Xiangyi Yan Junayed Naushad Chenyu You Hao Tang Shanlin Sun Kun Han Haoyu Ma James Duncan Xiaohui Xie SSL 36 3 0 06 Apr 2023
Exploring the Utility of Self-Supervised Pretraining Strategies for the Detection of Absent Lung Sliding in M-Mode Lung Ultrasound Blake Vanberlo Brian Li Alexander Wong Jesse Hoey R. Arntfield 29 4 0 05 Apr 2023
MGMT promoter methylation status prediction using MRI scans? An extensive experimental evaluation of deep learning models Numan Saeed Muhammad Ridzuan Hussain Alasmawi I. Sobirov Mohammad Yaqub 13 17 0 03 Apr 2023
Video Pretraining Advances 3D Deep Learning on Chest CT Tasks Alexander Ke Shih-Cheng Huang Chloe P. O'Connell M. Klimont Serena Yeung Pranav Rajpurkar 21 7 0 02 Apr 2023
Best of Both Worlds: Multimodal Contrastive Learning with Tabular and Imaging Data Paul Hager M. Menten Daniel Rueckert 29 47 0 24 Mar 2023
MEDIMP: 3D Medical Images with clinical Prompts from limited tabular data for renal transplantation Léo Milecki Vicky Kalogeiton Sylvain Bodard D. Anglicheau J. Correas M. Timsit Maria Vakalopoulou MedIm 22 4 0 22 Mar 2023
Self-supervised learning of a tailored Convolutional Auto Encoder for histopathological prostate grading Zahra Tabatabaei Adrián Colomer K. Engan Javier Oliver Valery Naranjo MedIm 17 4 0 21 Mar 2023
Large AI Models in Health Informatics: Applications, Challenges, and the Future Jianing Qiu Lin Li Jiankai Sun Jiachuan Peng Peilun Shi ... Bo Xiao Wu Yuan Ningli Wang Dong Xu Benny Lo AI4MH LM&MA 42 127 0 21 Mar 2023
A Dual-branch Self-supervised Representation Learning Framework for Tumour Segmentation in Whole Slide Images Hao Wang Euijoon Ahn Jinman Kim 28 8 0 20 Mar 2023
Pretrained ViTs Yield Versatile Representations For Medical Images Christos Matsoukas Johan Fredin Haslum Magnus P Soderberg Kevin Smith MedIm ViT 27 11 0 13 Mar 2023
An Evaluation of Non-Contrastive Self-Supervised Learning for Federated Medical Image Analysis Soumitri Chattopadhyay Soham Ganguly Sreejit Chaudhury Sayan Nag S. Chattopadhyay 27 0 0 09 Mar 2023
Exploring Self-Supervised Representation Learning For Low-Resource Medical Image Analysis Soumitri Chattopadhyay Soham Ganguly Sreejit Chaudhury Sayan Nag S. Chattopadhyay 33 1 0 03 Mar 2023
Inherently Interpretable Multi-Label Classification Using Class-Specific Counterfactuals Susu Sun S. Woerner Andreas Maier Lisa M. Koch Christian F. Baumgartner FAtt 35 16 0 01 Mar 2023
Amortised Invariance Learning for Contrastive Self-Supervision Ruchika Chavhan Henry Gouk Jan Stuehmer Calum Heggan Mehrdad Yaghoobi Timothy M. Hospedales SSL 40 11 0 24 Feb 2023
DrasCLR: A Self-supervised Framework of Learning Disease-related and Anatomy-specific Representation for 3D Medical Images K. Yu Li Sun Junxiang Chen Maxwell Reynolds Tigmanshu Chaudhary Kayhan Batmanghelich 25 1 0 21 Feb 2023
A Comprehensive Study of Modern Architectures and Regularization Approaches on CheXpert5000 Sontje Ihler Felix Kuhnke Svenja Spindeldreier 27 1 0 13 Feb 2023
Anatomical Invariance Modeling and Semantic Alignment for Self-supervised Learning in 3D Medical Image Analysis Yankai Jiang Ming Sun Heng Guo Xiaoyu Bai K. Yan Le Lu Minfeng Xu MedIm 29 20 0 11 Feb 2023
A Review of Predictive and Contrastive Self-supervised Learning for Medical Images Wei-Chien Wang Euijoon Ahn Da-wei Feng Jinman Kim MedIm 27 27 0 10 Feb 2023
Exploring Image Augmentations for Siamese Representation Learning with Chest X-Rays Rogier van der Sluijs Nandita Bhaskhar D. Rubin C. Langlotz Akshay S. Chaudhari SSL 37 13 0 30 Jan 2023
Cross-Architectural Positive Pairs improve the effectiveness of Self-Supervised Learning P. Singh Jacopo Cirrone SSL 42 0 0 27 Jan 2023
Self-supervised Learning for Segmentation and Quantification of Dopamine Neurons in Parkinson's Disease F. Haghighi Soumitra Ghosh Hai Ngu Sarah Chu Han Lin Mohsen Hejrati Baris Bingol Somaye Hashemifar 21 2 0 11 Jan 2023
GraVIS: Grouping Augmented Views from Independent Sources for Dermatology Analysis Hong-Yu Zhou Chi-Ken Lu Liansheng Wang Yizhou Yu OOD 14 0 0 11 Jan 2023
PCRLv2: A Unified Visual Information Preservation Framework for Self-supervised Pre-training in Medical Image Analysis Hong-Yu Zhou Chi-Ken Lu Chaoqi Chen Sibei Yang Yizhou Yu 42 52 0 02 Jan 2023
3D Masked Modelling Advances Lesion Classification in Axial T2w Prostate MRI Alvaro Fernandez-Quilez C. Andersen T. Eftestøl S. R. Kjosavik K. Oppedal 13 2 0 29 Dec 2022
Universal Object Detection with Large Vision Model Feng-Huei Lin Wenze Hu Yaowei Wang Yonghong Tian Guangming Lu Fanglin Chen Yong-mei Xu Xiaoyu Wang VLM ObjD 32 8 0 19 Dec 2022