A Review of Predictive and Contrastive Self-supervised Learning for Medical Images

10 February 2023

Papers citing "A Review of Predictive and Contrastive Self-supervised Learning for Medical Images"

23 / 23 papers shown

Title
From Uncertainty to Clarity: Uncertainty-Guided Class-Incremental Learning for Limited Biomedical Samples via Semantic Expansion Yifei Yao Hanrong Zhang 39 1 0 12 Sep 2024
Self-Supervised Learning Featuring Small-Scale Image Dataset for Treatable Retinal Diseases Classification Luffina C. Huang Darren J. Chiu Manish Mehta 26 1 0 15 Apr 2024
Generalizable Sleep Staging via Multi-Level Domain Alignment Jiquan Wang Sha Zhao Haiteng Jiang Shijian Li Tao Li Gang Pan 42 9 0 13 Dec 2023
Echocardiogram Foundation Model -- Application 1: Estimating Ejection Fraction Adil Dahlan C. Zakka Abhinav Kumar Laura Tang R. Shad R. Fong W. Hiesinger 22 2 0 21 Nov 2023
UniPAD: A Universal Pre-training Paradigm for Autonomous Driving Honghui Yang Sha Zhang Di Huang Xiaoyang Wu Haoyi Zhu ... Hengshuang Zhao Qibo Qiu Binbin Lin Xiaofei He Wanli Ouyang SSL 28 44 0 12 Oct 2023
Revisiting Computer-Aided Tuberculosis Diagnosis Yun-Hai Liu Yu-Huan Wu Shi-Chen Zhang Li Liu Min-Ying Wu Ming-Ming Cheng 27 14 0 06 Jul 2023
Deep Industrial Image Anomaly Detection: A Survey Jiaqi Liu Guoyang Xie Jingbao Wang Shangwen Li Chengjie Wang Feng Zheng Yaochu Jin 22 172 0 27 Jan 2023
SERE: Exploring Feature Self-relation for Self-supervised Transformer Zhong-Yu Li Shanghua Gao Ming-Ming Cheng ViT MDE 21 14 0 10 Jun 2022
Performance or Trust? Why Not Both. Deep AUC Maximization with Self-Supervised Learning for COVID-19 Chest X-ray Classifications Siyuan He Pengcheng Xi Ashkan Ebadi Stéphane Tremblay Alexander Wong OOD 31 6 0 14 Dec 2021
Self-Supervised Learning for 3D Medical Image Analysis using 3D SimCLR and Monte Carlo Dropout Yamen Ali Aiham Taleb Marina M.-C. Höhne C. Lippert SSL 3DPC 24 6 0 29 Sep 2021
A Study of the Generalizability of Self-Supervised Representations Atharva Tendle Mohammad Rashedul Hasan 62 26 0 19 Sep 2021
Self-supervised learning methods and applications in medical imaging analysis: A survey Saeed Shurrab R. Duwairi OOD 32 173 0 17 Sep 2021
Seeking an Optimal Approach for Computer-Aided Pulmonary Embolism Detection N. Islam S. Gehlot Zongwei Zhou Michael B. Gotway Jianming Liang OOD 77 11 0 15 Sep 2021
Self supervised learning improves dMMR/MSI detection from histology slides across multiple cancers C. Saillard Olivier Dehaene Tanguy Marchand O. Moindrot A. Kamoun B. Schmauch S. Jégou 30 39 0 13 Sep 2021
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
Deep Fiber Clustering: Anatomically Informed Unsupervised Deep Learning for Fast and Effective White Matter Parcellation Yuqian Chen Chaoyi Zhang Yang Song N. Makris Yogesh Rathi Weidong (Tom) Cai Fan Zhang L. O’Donnell 29 24 0 11 Jul 2021
Self-supervised Cross-silo Federated Neural Architecture Search Xinle Liang Yang Liu Jiahuan Luo Yuanqin He Tianjian Chen Qiang Yang FedML 98 18 0 28 Jan 2021
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 126 64 0 13 Jan 2021
Instance-aware Self-supervised Learning for Nuclei Segmentation Xinpeng Xie Jiawei Chen Yuexiang Li Linlin Shen Kai Ma Yefeng Zheng SSL 100 59 0 22 Jul 2020
Pre-trained Models for Natural Language Processing: A Survey Xipeng Qiu Tianxiang Sun Yige Xu Yunfan Shao Ning Dai Xuanjing Huang LM&MA VLM 243 1,450 0 18 Mar 2020
Improved Baselines with Momentum Contrastive Learning Xinlei Chen Haoqi Fan Ross B. Girshick Kaiming He SSL 240 3,367 0 09 Mar 2020
ImageNet Large Scale Visual Recognition Challenge Olga Russakovsky Jia Deng Hao Su J. Krause S. Satheesh ... A. Karpathy A. Khosla Michael S. Bernstein Alexander C. Berg Li Fei-Fei VLM ObjD 282 39,190 0 01 Sep 2014
Efficient Estimation of Word Representations in Vector Space Tomáš Mikolov Kai Chen G. Corrado J. Dean 3DV 228 31,244 0 16 Jan 2013