SSL-DG: Rethinking and Fusing Semi-supervised Learning and Domain Generalization in Medical Image Segmentation

5 November 2023

Papers citing "SSL-DG: Rethinking and Fusing Semi-supervised Learning and Domain Generalization in Medical Image Segmentation"

19 / 19 papers shown

Title
Rethinking Data Augmentation for Single-source Domain Generalization in Medical Image Segmentation Zixian Su Kai Yao Xi Yang Qiufeng Wang Jie Sun Kaizhu Huang 91 64 0 27 Nov 2022
Learn2Reg: comprehensive multi-task medical image registration challenge, dataset and evaluation in the era of deep learning Alessa Hering Lasse Hansen Tony C. W. Mok Albert C. S. Chung H. Siebert ... K. Murphy Nikolas Lessmann Bram van Ginneken Adrian Dalca M. Heinrich 83 186 0 08 Dec 2021
Self-Supervised Pre-Training of Swin Transformers for 3D Medical Image Analysis Yucheng Tang Dong Yang Wenqi Li H. Roth Bennett Landman Daguang Xu V. Nath Ali Hatamizadeh ViT MedIm 116 536 0 29 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 129 239 0 21 Sep 2021
SimCVD: Simple Contrastive Voxel-Wise Representation Distillation for Semi-Supervised Medical Image Segmentation Chenyu You Yuan Zhou Ruihan Zhao Lawrence H. Staib James S. Duncan 103 226 0 13 Aug 2021
A Survey of Uncertainty in Deep Neural Networks J. Gawlikowski Cedrique Rovile Njieutcheu Tassi Mohsin Ali Jongseo Lee Matthias Humt ... R. Roscher Muhammad Shahzad Wen Yang R. Bamler Xiaoxiang Zhu BDL UQCV OOD 229 1,150 0 07 Jul 2021
ResViT: Residual vision transformers for multi-modal medical image synthesis Onat Dalmaz Mahmut Yurt Tolga Çukur ViT MedIm 83 351 0 30 Jun 2021
Swin-Unet: Unet-like Pure Transformer for Medical Image Segmentation Hu Cao Yueyue Wang Jieneng Chen Dongsheng Jiang Xiaopeng Zhang Qi Tian Manning Wang ViT MedIm 136 2,903 0 12 May 2021
Shape-aware Semi-supervised 3D Semantic Segmentation for Medical Images Shuailin Li Chuyu Zhang Xuming He 95 366 0 21 Jul 2020
ClassMix: Segmentation-Based Data Augmentation for Semi-Supervised Learning Viktor Olsson Wilhelm Tranheden Juliano Pinto Lennart Svensson 68 340 0 15 Jul 2020
Domain Adaptive Ensemble Learning Kaiyang Zhou Yongxin Yang Yu Qiao Tao Xiang OOD 197 279 0 16 Mar 2020
Rectifying Pseudo Label Learning via Uncertainty Estimation for Domain Adaptive Semantic Segmentation Zhedong Zheng Yi Yang NoLa 236 504 0 08 Mar 2020
FixMatch: Simplifying Semi-Supervised Learning with Consistency and Confidence Kihyuk Sohn David Berthelot Chun-Liang Li Zizhao Zhang Nicholas Carlini E. D. Cubuk Alexey Kurakin Han Zhang Colin Raffel AAML 157 3,558 0 21 Jan 2020
CHAOS Challenge -- Combined (CT-MR) Healthy Abdominal Organ Segmentation A. Emre Kavur N. Gezer M. Baris Sinem Aslan Pierre-Henri Conze ... Klaus H. Maier-Hein G. Akar Gözde B. Ünal O. Dicle M. Alper Selver 88 623 0 17 Jan 2020
Learning to Optimize Domain Specific Normalization for Domain Generalization Seonguk Seo Yumin Suh Dongwan Kim Geeho Kim Jongwoo Han Bohyung Han AI4CE 86 246 0 09 Jul 2019
UNet++: A Nested U-Net Architecture for Medical Image Segmentation Zongwei Zhou M. R. Siddiquee Nima Tajbakhsh Jianming Liang SSeg 101 6,160 0 18 Jul 2018
Generalised Dice overlap as a deep learning loss function for highly unbalanced segmentations Carole H Sudre Wenqi Li Tom Vercauteren Sébastien Ourselin M. Jorge Cardoso SSeg 122 2,149 0 11 Jul 2017
Deep Mutual Learning Ying Zhang Tao Xiang Timothy M. Hospedales Huchuan Lu FedML 151 1,653 0 01 Jun 2017
V-Net: Fully Convolutional Neural Networks for Volumetric Medical Image Segmentation Fausto Milletari Nassir Navab Seyed-Ahmad Ahmadi 229 8,706 0 15 Jun 2016