Rethinking Semi-Supervised Medical Image Segmentation: A
Variance-Reduction Perspective

Rethinking Semi-Supervised Medical Image Segmentation: A Variance-Reduction Perspective

3 February 2023

David A. Clifton

Lawrence H. Staib

James S Duncan

Papers citing "Rethinking Semi-Supervised Medical Image Segmentation: A Variance-Reduction Perspective"

16 / 16 papers shown

Title
COMMA: Coordinate-aware Modulated Mamba Network for 3D Dispersed Vessel Segmentation Gen Shi Hui Zhang Jie Tian Mamba 66 0 0 04 Mar 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 62 2 0 07 Feb 2025
SegICL: A Multimodal In-context Learning Framework for Enhanced Segmentation in Medical Imaging Lingdong Shen Fangxin Shang Xiaoshuang Huang Yehui Yang Haifeng Huang Shiming Xiang VLM 31 3 0 25 Mar 2024
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 26 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
Implicit Anatomical Rendering for Medical Image Segmentation with Stochastic Experts Chenyu You Weicheng Dai Yifei Min Lawrence H. Staib James S. Duncan MedIm 67 27 0 06 Apr 2023
Learning with Limited Annotations: A Survey on Deep Semi-Supervised Learning for Medical Image Segmentation Rushi Jiao Yichi Zhang Leiting Ding Rong Cai Jicong Zhang 21 151 0 28 Jul 2022
Pessimism in the Face of Confounders: Provably Efficient Offline Reinforcement Learning in Partially Observable Markov Decision Processes Miao Lu Yifei Min Zhaoran Wang Zhuoran Yang OffRL 45 22 0 26 May 2022
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 302 7,434 0 11 Nov 2021
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
On Feature Decorrelation in Self-Supervised Learning Tianyu Hua Wenxiao Wang Zihui Xue Sucheng Ren Yue Wang Hang Zhao SSL OOD 117 187 0 02 May 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
Understanding self-supervised Learning Dynamics without Contrastive Pairs Yuandong Tian Xinlei Chen Surya Ganguli SSL 138 279 0 12 Feb 2021
Improved Baselines with Momentum Contrastive Learning Xinlei Chen Haoqi Fan Ross B. Girshick Kaiming He SSL 252 3,369 0 09 Mar 2020
Mean teachers are better role models: Weight-averaged consistency targets improve semi-supervised deep learning results Antti Tarvainen Harri Valpola OOD MoMe 244 1,275 0 06 Mar 2017
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 261 9,136 0 06 Jun 2015