Self-supervised learning methods and applications in medical imaging analysis: A survey

17 September 2021

Papers citing "Self-supervised learning methods and applications in medical imaging analysis: A survey"

19 / 19 papers shown

Title
Your contrastive learning problem is secretly a distribution alignment problem Zihao Chen Chi-Heng Lin Ran Liu Jingyun Xiao Eva L. Dyer 75 1 0 27 Feb 2025
A Self-supervised Multimodal Deep Learning Approach to Differentiate Post-radiotherapy Progression from Pseudoprogression in Glioblastoma A. Gomaa Yixing Huang Pluvio Stephan Katharina Breininger Benjamin Frey ... U. Gaipl Christoph Bert R. Fietkau M. Schmidt F. Putz 86 0 0 06 Feb 2025
Advancing Medical Image Segmentation: Morphology-Driven Learning with Diffusion Transformer Sungmin Kang Jaeha Song Jihie Kim MedIm 34 2 0 01 Aug 2024
A Study on Self-Supervised Pretraining for Vision Problems in Gastrointestinal Endoscopy Edward Sanderson B. Matuszewski 23 2 0 11 Jan 2024
Unsupervised Segmentation of Colonoscopy Images Heming Yao Jérôme Lüscher Benjamín Gutiérrez-Becker Josep Arús-Pous Tommaso Biancalani A. Bigorgne David Richmond MedIm 35 0 0 19 Dec 2023
M(otion)-mode Based Prediction of Ejection Fraction using Echocardiograms Ece Ozkan Thomas M. Sutter Yurong Hu S. Balzer Julia E. Vogt 9 0 0 07 Sep 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 24 1 0 13 May 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
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 22 1 0 21 Feb 2023
A Review of Predictive and Contrastive Self-supervised Learning for Medical Images Wei-Chien Wang E. Ahn Da-wei Feng Jinman Kim MedIm 24 27 0 10 Feb 2023
Self-Supervised Learning for Data Scarcity in a Fatigue Damage Prognostic Problem A. Akrim C. Gogu R. Vingerhoeds M. Salaün AI4CE 27 23 0 20 Jan 2023
IDEAL: Improved DEnse locAL Contrastive Learning for Semi-Supervised Medical Image Segmentation Hritam Basak Soumitri Chattopadhyay Rohit Kundu Sayan Nag R. Mallipeddi SSL 14 8 0 26 Oct 2022
Towards Label-efficient Automatic Diagnosis and Analysis: A Comprehensive Survey of Advanced Deep Learning-based Weakly-supervised, Semi-supervised and Self-supervised Techniques in Histopathological Image Analysis Linhao Qu Siyu Liu Xiaoyu Liu Manning Wang Zhijian Song 25 56 0 18 Aug 2022
WSSS4LUAD: Grand Challenge on Weakly-supervised Tissue Semantic Segmentation for Lung Adenocarcinoma Chu Han Xipeng Pan Lixu Yan Huan Lin Bingbing Li ... Chengda Lu Xin Chen C. Liang Qingling Zhang Zaiyi Liu 33 28 0 13 Apr 2022
SURDS: Self-Supervised Attention-guided Reconstruction and Dual Triplet Loss for Writer Independent Offline Signature Verification Soumitri Chattopadhyay Siladittya Manna Saumik Bhattacharya Umapada Pal 20 23 0 25 Jan 2022
COVID-19 Prognosis via Self-Supervised Representation Learning and Multi-Image Prediction Anuroop Sriram Matthew Muckley Koustuv Sinha Farah E. Shamout Joelle Pineau Krzysztof J. Geras Lea Azour Y. Aphinyanaphongs N. Yakubova W. Moore MedIm 131 64 0 13 Jan 2021
Multimodal Transfer Learning-based Approaches for Retinal Vascular Segmentation José Morano Álvaro S. Hervella N. Barreira Jorge Novo J. Rouco 69 10 0 18 Dec 2020
Contrastive Representation Learning: A Framework and Review Phúc H. Lê Khắc Graham Healy A. Smeaton SSL AI4TS 173 684 0 10 Oct 2020
Improved Baselines with Momentum Contrastive Learning Xinlei Chen Haoqi Fan Ross B. Girshick Kaiming He SSL 267 3,371 0 09 Mar 2020