Towards Generic Semi-Supervised Framework for Volumetric Medical Image Segmentation

17 October 2023

Xiaomeng Li

Papers citing "Towards Generic Semi-Supervised Framework for Volumetric Medical Image Segmentation"

49 / 49 papers shown

Title
Mutual Evidential Deep Learning for Medical Image Segmentation Yuanpeng He Yali Bi Lijian Li Chi-Man Pun Wenpin Jiao Zhi Jin FedML 69 0 0 18 May 2025
Reinforced Correlation Between Vision and Language for Precise Medical AI Assistant Haonan Wang Jiaji Mao Lehan Wang Qixiang Zhang Marawan Elbatel ... Weifeng Qin Haoyang Li Jialin Liang Jun Shen Xiaomeng Li MedIm 177 0 0 06 May 2025
A Comprehensive Survey of Foundation Models in Medicine Wasif Khan Seowung Leem Kyle B. See Joshua K. Wong Shaoting Zhang R. Fang AI4CE LM&MA VLM 276 26 0 17 Jan 2025
DHC: Dual-debiased Heterogeneous Co-training Framework for Class-imbalanced Semi-supervised Medical Image Segmentation Hong Wang Xuelong Li 82 34 0 22 Jul 2023
Diff-UNet: A Diffusion Embedded Network for Volumetric Segmentation Zhaohu Xing Liang Wan Huazhu Fu Guang Yang Lei Zhu MedIm 50 52 0 18 Mar 2023
An Embarrassingly Simple Baseline for Imbalanced Semi-Supervised Learning Haoxing Chen Yue Fan Yidong Wang Jindong Wang Bernt Schiele Xingxu Xie Marios Savvides Bhiksha Raj 76 11 0 20 Nov 2022
MedSegDiff: Medical Image Segmentation with Diffusion Probabilistic Model Junde Wu Rao Fu Huihui Fang Yu Zhang Yehui Yang Haoyi Xiong Huiying Liu Yanwu Xu MedIm VLM DiffM 133 251 0 01 Nov 2022
A Generalist Framework for Panoptic Segmentation of Images and Videos Ting-Li Chen Lala Li Saurabh Saxena Geoffrey E. Hinton David J. Fleet VGen MLLM 62 103 0 12 Oct 2022
vMFNet: Compositionality Meets Domain-generalised Segmentation Xiao Liu Spyridon Thermos Pedro Sanchez Alison Q. OÑeil Sotirios A. Tsaftaris 91 12 0 29 Jun 2022
Rethinking Bayesian Deep Learning Methods for Semi-Supervised Volumetric Medical Image Segmentation Jianfeng Wang Thomas Lukasiewicz BDL 46 30 0 18 Jun 2022
Diffusion probabilistic modeling of protein backbones in 3D for the motif-scaffolding problem Brian L. Trippe Jason Yim D. Tischer D. Baker Tamara Broderick Regina Barzilay Tommi Jaakkola DiffM 74 239 0 08 Jun 2022
ConFUDA: Contrastive Fewshot Unsupervised Domain Adaptation for Medical Image Segmentation Mingxuan Gu Sulaiman Vesal Mareike Thies Zhaoya Pan Fabian Wagner M. Rusu Andreas Maier Ronak Kosti 47 2 0 08 Jun 2022
UCC: Uncertainty guided Cross-head Co-training for Semi-Supervised Semantic Segmentation Jiashuo Fan Bin-Bin Gao Huan Jin Lihui Jiang 70 63 0 20 May 2022
Calibrating Label Distribution for Class-Imbalanced Barely-Supervised Knee Segmentation Yiqun Lin Huifeng Yao Zezhong Li Guoyan Zheng Xuelong Li 52 30 0 07 May 2022
Video Diffusion Models Jonathan Ho Tim Salimans Alexey A. Gritsenko William Chan Mohammad Norouzi David J. Fleet DiffM VGen 204 1,626 0 07 Apr 2022
Exploring Smoothness and Class-Separation for Semi-supervised Medical Image Segmentation Yicheng Wu Zhonghua Wu Qianyi Wu Zongyuan Ge Jianfei Cai 100 144 0 02 Mar 2022
Debiased Self-Training for Semi-Supervised Learning Baixu Chen Junguang Jiang Ximei Wang Pengfei Wan Jianmin Wang Mingsheng Long 79 88 0 15 Feb 2022
Enhancing Pseudo Label Quality for Semi-Supervised Domain-Generalized Medical Image Segmentation Huifeng Yao Xiaowei Hu Xuelong Li 63 94 0 21 Jan 2022
Debiased Learning from Naturally Imbalanced Pseudo-Labels Xudong Wang Zhi-Li Wu Long Lian Stella X. Yu 103 100 0 05 Jan 2022
GLIDE: Towards Photorealistic Image Generation and Editing with Text-Guided Diffusion Models Alex Nichol Prafulla Dhariwal Aditya A. Ramesh Pranav Shyam Pamela Mishkin Bob McGrew Ilya Sutskever Mark Chen 364 3,627 0 20 Dec 2021
CoSSL: Co-Learning of Representation and Classifier for Imbalanced Semi-Supervised Learning Yue Fan Dengxin Dai Anna Kukleva Bernt Schiele 56 46 0 08 Dec 2021
Diffusion Models for Implicit Image Segmentation Ensembles J. Wolleb Robin Sandkühler Florentin Bieder Philippe Valmaggia Philippe C. Cattin DiffM MedIm VLM 194 273 0 06 Dec 2021
SegDiff: Image Segmentation with Diffusion Probabilistic Models Tomer Amit Tal Shaharbany Eliya Nachmani Lior Wolf DiffM 100 305 0 01 Dec 2021
Exploring Feature Representation Learning for Semi-supervised Medical Image Segmentation Huimin Wu Xuelong Li Kwang-Ting Cheng 73 16 0 22 Nov 2021
DASO: Distribution-Aware Semantics-Oriented Pseudo-label for Imbalanced Semi-Supervised Learning Youngtaek Oh Dong-Jin Kim In So Kweon 89 65 0 10 Jun 2021
Semi-Supervised Semantic Segmentation with Cross Pseudo Supervision Xiaokang Chen Yuhui Yuan Gang Zeng Jingdong Wang 96 785 0 02 Jun 2021
Diffusion Models Beat GANs on Image Synthesis Prafulla Dhariwal Alex Nichol 244 7,933 0 11 May 2021
Semi-supervised Left Atrium Segmentation with Mutual Consistency Training Yicheng Wu Minfeng Xu Z. Ge Jianfei Cai Lei Zhang 63 214 0 04 Mar 2021
Improved Denoising Diffusion Probabilistic Models Alex Nichol Prafulla Dhariwal DiffM 352 3,702 0 18 Feb 2021
CReST: A Class-Rebalancing Self-Training Framework for Imbalanced Semi-Supervised Learning Chen Wei Kihyuk Sohn Clayton Mellina Alan Yuille Fan Yang CLL 100 265 0 18 Feb 2021
Deep Symmetric Adaptation Network for Cross-modality Medical Image Segmentation Xiao Han Lei Qi Qian Yu Ziqi Zhou Yefeng Zheng Yinghuan Shi Yang Gao OOD MedIm 110 79 0 18 Jan 2021
Efficient Semi-Supervised Gross Target Volume of Nasopharyngeal Carcinoma Segmentation via Uncertainty Rectified Pyramid Consistency Xiangde Luo Wenjun Liao Jieneng Chen Tao Song Yinan Chen Shichuan Zhang N. Chen Guotai Wang Shaoting Zhang 70 227 0 13 Dec 2020
Disentangling Label Distribution for Long-tailed Visual Recognition Youngkyu Hong Seungju Han Kwanghee Choi Seokjun Seo Beomsu Kim Buru Chang 60 238 0 01 Dec 2020
Denoising Diffusion Implicit Models Jiaming Song Chenlin Meng Stefano Ermon VLM DiffM 289 7,454 0 06 Oct 2020
Disentangled Representations for Domain-generalized Cardiac Segmentation Xiao Liu Spyridon Thermos A. Chartsias Alison Q. OÑeil Sotirios A. Tsaftaris OOD 36 22 0 26 Aug 2020
Shape-aware Semi-supervised 3D Semantic Segmentation for Medical Images Shuailin Li Chuyu Zhang Xuming He 95 366 0 21 Jul 2020
Uncertainty-aware multi-view co-training for semi-supervised medical image segmentation and domain adaptation Yingda Xia Ke Wang Zhiding Yu Fengze Liu Jinzheng Cai Lequan Yu Zhuotun Zhu Daguang Xu Alan Yuille H. Roth OOD 69 214 0 28 Jun 2020
Source-Relaxed Domain Adaptation for Image Segmentation M. Bateson H. Kervadec Jose Dolz H. Lombaert Ismail Ben Ayed OOD MedIm 69 85 0 07 May 2020
Semi-Supervised Semantic Segmentation with Cross-Consistency Training Yassine Ouali C´eline Hudelot Myriam Tami 124 728 0 19 Mar 2020
Unsupervised Bidirectional Cross-Modality Adaptation via Deeply Synergistic Image and Feature Alignment for Medical Image Segmentation Cheng Chen Qi Dou Hao Chen J. Qin Pheng Ann Heng 111 314 0 06 Feb 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 160 3,558 0 21 Jan 2020
Uncertainty-aware Self-ensembling Model for Semi-supervised 3D Left Atrium Segmentation Lequan Yu Shujun Wang Xuelong Li Chi-Wing Fu Pheng-Ann Heng UQCV 82 850 0 16 Jul 2019
Transformation Consistent Self-ensembling Model for Semi-supervised Medical Image Segmentation Xuelong Li Lequan Yu Hao Chen Chi-Wing Fu Lei Xing Pheng-Ann Heng MedIm 62 386 0 28 Feb 2019
Unsupervised domain adaptation for medical imaging segmentation with self-ensembling C. Perone P. Ballester Rodrigo C. Barros Julien Cohen-Adad OOD 87 208 0 14 Nov 2018
SynSeg-Net: Synthetic Segmentation Without Target Modality Ground Truth Yuankai Huo Zhoubing Xu Hyeonsoo Moon Shunxing Bao A. Assad T. Moyo M. Savona R. Abramson Bennett A. Landman MedIm 127 225 0 15 Oct 2018
Semi-supervised Skin Lesion Segmentation via Transformation Consistent Self-ensembling Model Xiaomeng Li Lequan Yu Hao Chen Chi-Wing Fu Pheng-Ann Heng MedIm 60 135 0 12 Aug 2018
Learning to Adapt Structured Output Space for Semantic Segmentation Yi-Hsuan Tsai Wei-Chih Hung S. Schulter Kihyuk Sohn Ming-Hsuan Yang Manmohan Chandraker OOD SSeg 147 1,546 0 28 Feb 2018
CyCADA: Cycle-Consistent Adversarial Domain Adaptation Judy Hoffman Eric Tzeng Taesung Park Jun-Yan Zhu Phillip Isola Kate Saenko Alexei A. Efros Trevor Darrell 147 3,002 0 08 Nov 2017
Deep Unsupervised Learning using Nonequilibrium Thermodynamics Jascha Narain Sohl-Dickstein Eric A. Weiss Niru Maheswaranathan Surya Ganguli SyDa DiffM 306 7,005 0 12 Mar 2015