DiRA: Discriminative, Restorative, and Adversarial Learning for Self-supervised Medical Image Analysis

21 April 2022

Papers citing "DiRA: Discriminative, Restorative, and Adversarial Learning for Self-supervised Medical Image Analysis"

40 / 40 papers shown

Title
SuperCL: Superpixel Guided Contrastive Learning for Medical Image Segmentation Pre-training Shuang Zeng Lei Zhu Xinliang Zhang Hangzhou He Yanye Lu VLM 42 0 0 20 Apr 2025
CheXWorld: Exploring Image World Modeling for Radiograph Representation Learning Yang Yue Yulin Wang Chenxin Tao Pan Liu Shiji Song Gao Huang MedIm 24 0 0 18 Apr 2025
ACE: Anatomically Consistent Embeddings in Composition and Decomposition Ziyu Zhou Haozhe Luo M. Taher Jiaxuan Pang Xiaowei Ding Michael B. Gotway Jianming Liang MedIm 47 0 0 20 Jan 2025
Large-Scale 3D Medical Image Pre-training with Geometric Context Priors Linshan Wu Jiaxin Zhuang Hao Chen 37 5 0 13 Oct 2024
CoBooM: Codebook Guided Bootstrapping for Medical Image Representation Learning Azad Singh Deepak Mishra SSL 34 1 0 08 Aug 2024
FMDNN: A Fuzzy-guided Multi-granular Deep Neural Network for Histopathological Image Classification Weiping Ding Tianyi Zhou Jiashuang Huang Shu Jiang Tao Hou Chin-Teng Lin 18 8 0 22 Jul 2024
AnatoMask: Enhancing Medical Image Segmentation with Reconstruction-guided Self-masking Yuheng Li Tianyu Luan Yizhou Wu Shaoyan Pan Yenho Chen Xiaofeng Yang 35 4 0 09 Jul 2024
EVA-X: A Foundation Model for General Chest X-ray Analysis with Self-supervised Learning Jingfeng Yao Xinggang Wang Yuehao Song Huangxuan Zhao Jun Ma Yajie Chen Wenyu Liu Bo Wang ViT 34 5 0 08 May 2024
Representing Part-Whole Hierarchies in Foundation Models by Learning Localizability, Composability, and Decomposability from Anatomy via Self-Supervision M. Taher Michael B. Gotway Jianming Liang MedIm 26 5 0 24 Apr 2024
MiM: Mask in Mask Self-Supervised Pre-Training for 3D Medical Image Analysis Jiaxin Zhuang Linshan Wu Qiong Wang V. Vardhanabhuti Lin Luo Hao Chen Hao Chen 49 4 0 24 Apr 2024
MLVICX: Multi-Level Variance-Covariance Exploration for Chest X-ray Self-Supervised Representation Learning Azad Singh Vandan Gorade Deepak Mishra SSL 22 2 0 18 Mar 2024
Learning Low-Rank Feature for Thorax Disease Classification Rajeev Goel Utkarsh Nath Yancheng Wang Alvin C. Silva Teresa Wu Yingzhen Yang 20 0 0 14 Feb 2024
Masked LoGoNet: Fast and Accurate 3D Image Analysis for Medical Domain Amin Karimi Monsefi Payam Karisani Mengxi Zhou Stacey S. Choi Nathan Doble Heng Ji Srinivasan Parthasarathy R. Ramnath 41 5 0 09 Feb 2024
Self-supervised Learning of Dense Hierarchical Representations for Medical Image Segmentation Eytan Kats Jochen G. Hirsch Mattias P. Heinrich SSL 22 0 0 12 Jan 2024
SwiMDiff: Scene-wide Matching Contrastive Learning with Diffusion Constraint for Remote Sensing Image Jiayuan Tian Jie Lei Jiaqing Zhang Weiying Xie Yunsong Li 26 12 0 10 Jan 2024
Continual Self-supervised Learning: Towards Universal Multi-modal Medical Data Representation Learning Yiwen Ye Yutong Xie Jianpeng Zhang Ziyang Chen Qi Wu Yong-quan Xia CLL 34 14 0 29 Nov 2023
LT-ViT: A Vision Transformer for multi-label Chest X-ray classification Umar Marikkar Sara Atito Muhammad Awais Adam Mahdi MedIm ViT 35 8 0 13 Nov 2023
Towards Foundation Models Learned from Anatomy in Medical Imaging via Self-Supervision M. Taher Michael B. Gotway Jianming Liang MedIm 19 11 0 27 Sep 2023
Multi-level Asymmetric Contrastive Learning for Volumetric Medical Image Segmentation Pre-training Shuang Zeng Lei Zhu Xinliang Zhang Qian Chen Hangzhou He ... Zhaoheng Xie Yanye Lu Qiushi Ren Zhaoheng Xie Yanye Lu 25 0 0 21 Sep 2023
Nucleus-aware Self-supervised Pretraining Using Unpaired Image-to-image Translation for Histopathology Images Zhiyun Song Penghui Du Junpeng Yan K. Li Jianzhong Shou Maode Lai Yubo Fan Yan Xu 24 7 0 14 Sep 2023
Self-Supervised Pretraining Improves Performance and Inference Efficiency in Multiple Lung Ultrasound Interpretation Tasks Blake Vanberlo Brian Li Jesse Hoey Alexander Wong 8 3 0 05 Sep 2023
A Survey of the Impact of Self-Supervised Pretraining for Diagnostic Tasks with Radiological Images Blake Vanberlo Jesse Hoey Alexander Wong SSL LM&MA 16 2 0 05 Sep 2023
Self-supervised Semantic Segmentation: Consistency over Transformation Sanaz Karimijafarbigloo Reza Azad A. Kazerouni Yury Velichko Ulas Bagci Dorit Merhof 16 3 0 31 Aug 2023
Learning to Distill Global Representation for Sparse-View CT Zilong Li Chenglong Ma Jie Chen Junping Zhang Hongming Shan 19 9 0 16 Aug 2023
Revisiting Fine-Tuning Strategies for Self-supervised Medical Imaging Analysis Muhammad Osama Khan Yi Fang 22 3 0 20 Jul 2023
MedLSAM: Localize and Segment Anything Model for 3D CT Images Wenhui Lei Xu Wei Xiaofan Zhang Kang Li Shaoting Zhang MedIm 18 3 0 26 Jun 2023
Advancing Volumetric Medical Image Segmentation via Global-Local Masked Autoencoder Jiafan Zhuang Luyang Luo Hao Chen 20 10 0 15 Jun 2023
FreMIM: Fourier Transform Meets Masked Image Modeling for Medical Image Segmentation Wenxuan Wang Jing Wang C. L. P. Chen Jianbo Jiao Yuanxiu Cai Shanshan Song Jiangyun Li MedIm 20 17 0 21 Apr 2023
SimFLE: Simple Facial Landmark Encoding for Self-Supervised Facial Expression Recognition in the Wild Ji-Hee Moon Seongsik Park 24 0 0 14 Mar 2023
Pyramid Pixel Context Adaption Network for Medical Image Classification with Supervised Contrastive Learning Xiaoqin Zhang Zunjie Xiao Xiao Wu Jiansheng Fang Junyong Shen Yan Hu Jiang-Dong Liu 24 10 0 03 Mar 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
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 11 2 0 11 Jan 2023
Masked autoencoders are effective solution to transformer data-hungry Jia-ju Mao Honggu Zhou Xuesong Yin Binling Nie MedIm 27 6 0 12 Dec 2022
A Knowledge-based Learning Framework for Self-supervised Pre-training Towards Enhanced Recognition of Biomedical Microscopy Images Wei Chen Chen Li Dan Chen Xin Luo MedIm SSL 25 12 0 27 Nov 2022
Delving into Masked Autoencoders for Multi-Label Thorax Disease Classification Junfei Xiao Yutong Bai Alan Yuille Zongwei Zhou MedIm ViT 30 59 0 23 Oct 2022
SSiT: Saliency-guided Self-supervised Image Transformer for Diabetic Retinopathy Grading Yijin Huang Junyan Lyu Pujin Cheng Roger Tam Xiaoying Tang ViT MedIm 19 19 0 20 Oct 2022
Dive into Self-Supervised Learning for Medical Image Analysis: Data, Models and Tasks Chuyan Zhang Yun Gu 25 0 0 25 Sep 2022
CAiD: Context-Aware Instance Discrimination for Self-supervised Learning in Medical Imaging M. Taher F. Haghighi Michael B. Gotway Jianming Liang OOD SSL 9 31 0 15 Apr 2022
Preservational Learning Improves Self-supervised Medical Image Models by Reconstructing Diverse Contexts Hong-Yu Zhou Chi-Ken Lu Sibei Yang Xiaoguang Han Yizhou Yu SSL CLL 61 85 0 09 Sep 2021
Improved Baselines with Momentum Contrastive Learning Xinlei Chen Haoqi Fan Ross B. Girshick Kaiming He SSL 238 3,367 0 09 Mar 2020