Mine yOur owN Anatomy: Revisiting Medical Image Segmentation with
Extremely Limited Labels

Mine yOur owN Anatomy: Revisiting Medical Image Segmentation with Extremely Limited Labels

27 September 2022

David A. Clifton

Lawrence H. Staib

James S. Duncan

Papers citing "Mine yOur owN Anatomy: Revisiting Medical Image Segmentation with Extremely Limited Labels"

15 / 15 papers shown

Title
Causal Disentanglement for Robust Long-tail Medical Image Generation Weizhi Nie Zichun Zhang Weijie Wang Bruno Lepri Anan Liu Nicu Seb DiffM MedIm OOD CML 41 0 0 20 Apr 2025
Homeomorphism Prior for False Positive and Negative Problem in Medical Image Dense Contrastive Representation Learning Yuting He Boyu Wang Rongjun Ge Yang Chen Guanyu Yang Shuo Li MedIm AAML 67 2 0 07 Feb 2025
Sparse annotation strategies for segmentation of short axis cardiac MRI J. Stein Maxime Di Folco J. Schnabel 30 1 0 24 Jul 2023
Multimodal Prompt Learning for Product Title Generation with Extremely Limited Labels Bang-ju Yang Fenglin Liu Zheng Li Qingyu Yin Chenyu You Bing Yin Yuexian Zou VLM 30 5 0 05 Jul 2023
MedGen3D: A Deep Generative Framework for Paired 3D Image and Mask Generation Kun Han Yifeng Xiong Chenyu You Pooya Khosravi Shanlin Sun Xiangyi Yan James Duncan Xiaohui Xie MedIm DiffM 30 20 0 08 Apr 2023
Layer Grafted Pre-training: Bridging Contrastive Learning And Masked Image Modeling For Label-Efficient Representations Ziyu Jiang Yinpeng Chen Mengchen Liu Dongdong Chen Xiyang Dai Lu Yuan Zicheng Liu Zhangyang Wang SSL VLM CLIP 32 16 0 27 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 17 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
Learning correspondences of cardiac motion from images using biomechanics-informed modeling Xiaoran Zhang Chenyu You S. Ahn Juntang Zhuang Lawrence H. Staib James Duncan 34 12 0 01 Sep 2022
Leveraging Global Binary Masks for Structure Segmentation in Medical Images M. Kazemimoghadam Zi Yang Lin Ma Mingli Chen Weiguo Lu X. Gu 19 1 0 13 May 2022
Diffeomorphic Image Registration with Neural Velocity Field Kun Han Shanlin Sun Xiangyi Yan Chenyu You Hao Tang Junayed Naushad Haoyu Ma Deying Kong Xiaohui Xie MedIm 22 21 0 25 Feb 2022
Mutual Consistency Learning for Semi-supervised Medical Image Segmentation Yicheng Wu Z. Ge Donghao Zhang Minfeng Xu Lei Zhang Yong-quan Xia Jianfei Cai OOD SSL 67 230 0 21 Sep 2021
Every Annotation Counts: Multi-label Deep Supervision for Medical Image Segmentation Simon Reiß C. Seibold Alexander Freytag E. Rodner Rainer Stiefelhagen 85 61 0 27 Apr 2021
Improved Baselines with Momentum Contrastive Learning Xinlei Chen Haoqi Fan Ross B. Girshick Kaiming He SSL 267 3,369 0 09 Mar 2020
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 282 9,136 0 06 Jun 2015