Learning with Limited Annotations: A Survey on Deep Semi-Supervised Learning for Medical Image Segmentation

28 July 2022

Papers citing "Learning with Limited Annotations: A Survey on Deep Semi-Supervised Learning for Medical Image Segmentation"

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Title
MSA-UNet3+: Multi-Scale Attention UNet3+ with New Supervised Prototypical Contrastive Loss for Coronary DSA Image Segmentation Rayan Merghani Ahmed Adnan Iltaf Mohamed Elmanna Gang Zhao Hongliang Li Yue Du Bin Li Shoujun Zhou 128 0 0 07 Apr 2025
BoundMatch: Boundary detection applied to semi-supervised segmentation for urban-driving scenes Haruya Ishikawa Yoshimitsu Aoki 39 0 0 30 Mar 2025
DEPT: Deep Extreme Point Tracing for Ultrasound Image Segmentation Lei Shi Xi Fang Naiyu Wang Junxing Zhang 43 0 0 19 Mar 2025
Unlocking the Potential of Unlabeled Data in Semi-Supervised Domain Generalization Dongkwan Lee Kyomin Hwang Nojun Kwak 101 0 0 18 Mar 2025
Knowledge Consultation for Semi-Supervised Semantic Segmentation Thuan Than Nhat-Anh Nguyen-Dang Dung Nguyen Salwa K. Al Khatib Ahmed Elhagry Hai T. Phan Yihui He Zhiqiang Shen Marios Savvides Dang T. Huynh VLM 53 0 0 12 Mar 2025
Context-Aware Doubly-Robust Semi-Supervised Learning Clement Ruah Houssem Sifaou Osvaldo Simeone Bashir M. Al-Hashimi 60 0 0 24 Feb 2025
CAD: Confidence-Aware Adaptive Displacement for Semi-Supervised Medical Image Segmentation Wenbo Xiao Zhihao Xu Guiping Liang Yangjun Deng Yi Xiao 59 0 0 01 Feb 2025
Self-Calibrated Dual Contrasting for Annotation-Efficient Bacteria Raman Spectroscopy Clustering and Classification Haiming Yao Wei Luo Tao Zhou Ang Gao Xue Wang 33 0 0 31 Dec 2024
Learnable Prompting SAM-induced Knowledge Distillation for Semi-supervised Medical Image Segmentation Kaiwen Huang Tao Zhou Huazhu Fu Yizhe Zhang Yi Zhou Chen Gong Dong Liang VLM 64 2 0 18 Dec 2024
Theory-inspired Label Shift Adaptation via Aligned Distribution Mixture Ruidong Fan Xiao Ouyang Hong Tao Yuhua Qian Chenping Hou OOD 47 0 0 04 Nov 2024
Dual-Teacher Ensemble Models with Double-Copy-Paste for 3D Semi-Supervised Medical Image Segmentation Zhan Fa Shumeng Li Jian Zhang Lei Qi Qian Yu Yinghuan Shi 28 0 0 15 Oct 2024
PMT: Progressive Mean Teacher via Exploring Temporal Consistency for Semi-Supervised Medical Image Segmentation Ning Gao Sanping Zhou Le Wang Nanning Zheng AI4TS 29 2 0 08 Sep 2024
DiffRect: Latent Diffusion Label Rectification for Semi-supervised Medical Image Segmentation Xinyu Liu Wuyang Li Yixuan Yuan MedIm 24 7 0 13 Jul 2024
Segmenting Medical Images with Limited Data Zhaoshan Liua Qiujie Lv Chau Hung Lee L. Shen 54 11 0 12 Jul 2024
Probing Perfection: The Relentless Art of Meddling for Pulmonary Airway Segmentation from HRCT via a Human-AI Collaboration Based Active Learning Method Shiyi Wang Yang Nan Sheng Zhang Federico Felder Xiaodan Xing Yingying Fang Javier Del Ser Simon L F Walsh Guang Yang 28 3 0 03 Jul 2024
Test-Time Generative Augmentation for Medical Image Segmentation Xiao Ma Yuhui Tao Yuhan Zhang Zexuan Ji Yizhe Zhang Qiang Chen MedIm 44 0 0 25 Jun 2024
Leveraging Fixed and Dynamic Pseudo-labels for Semi-supervised Medical Image Segmentation Suruchi Kumari Pravendra Singh 34 1 0 12 May 2024
Predictive Accuracy-Based Active Learning for Medical Image Segmentation Jun Shi Shulan Ruan Ziqi Zhu Minfan Zhao Hong An Ambuj Tewari Bing Yan UQCV EDL 19 2 0 01 May 2024
Adaptive Bidirectional Displacement for Semi-Supervised Medical Image Segmentation Hanyang Chi Jian Pang Bingfeng Zhang Weifeng Liu 33 10 0 01 May 2024
Beyond Pixel-Wise Supervision for Medical Image Segmentation: From Traditional Models to Foundation Models Yuyan Shi Jialu Ma Jin Yang Shasha Wang Yichi Zhang MedIm VLM 19 2 0 20 Apr 2024
Integration of Federated Learning and Blockchain in Healthcare: A Tutorial Yahya Shahsavari O. A. Dambri Yaser Baseri A. Hafid Dimitrios Makrakis OOD 48 2 0 15 Apr 2024
Guidelines for Cerebrovascular Segmentation: Managing Imperfect Annotations in the context of Semi-Supervised Learning Pierre Rougé Pierre-Henri Conze Nicolas Passat Odyssée Merveille 26 0 0 02 Apr 2024
SM2C: Boost the Semi-supervised Segmentation for Medical Image by using Meta Pseudo Labels and Mixed Images Yifei Wang Chuhong Zhu 24 0 0 24 Mar 2024
MatchSeg: Towards Better Segmentation via Reference Image Matching Ruiqiang Xiao Jiayu Huo Haotian Zheng Yang Liu Sebastien Ourselin Rachel Sparks VLM MedIm 28 1 0 23 Mar 2024
Self and Mixed Supervision to Improve Training Labels for Multi-Class Medical Image Segmentation Jianfei Liu Christopher Parnell Ronald M. Summers 38 1 0 06 Mar 2024
A Multispectral Automated Transfer Technique (MATT) for machine-driven image labeling utilizing the Segment Anything Model (SAM) James E. Gallagher Aryav Gogia E. Oughton VLM 27 8 0 18 Feb 2024
Weak-Mamba-UNet: Visual Mamba Makes CNN and ViT Work Better for Scribble-based Medical Image Segmentation Ziyang Wang Chao Ma Mamba 21 29 0 16 Feb 2024
Mamba-UNet: UNet-Like Pure Visual Mamba for Medical Image Segmentation Ziyang Wang Jian-Qing Zheng Yichi Zhang Ge Cui Lei Li Mamba 30 124 0 07 Feb 2024
Segment Anything Model for Medical Image Segmentation: Current Applications and Future Directions Yichi Zhang Zhenrong Shen Rushi Jiao VLM MedIm 28 113 0 07 Jan 2024
Benefit from public unlabeled data: A Frangi filtering-based pretraining network for 3D cerebrovascular segmentation Gen Shi Hao Lu Hui Hui Jie Tian 14 1 0 23 Dec 2023
Semi-supervised Segmentation of Histopathology Images with Noise-Aware Topological Consistency Meilong Xu Xiaoling Hu Saumya Gupta Shahira Abousamra Chao Chen 30 6 0 28 Nov 2023
Segment Together: A Versatile Paradigm for Semi-Supervised Medical Image Segmentation Qingjie Zeng Yutong Xie Zilin Lu Mengkang Lu Yicheng Wu Yong-quan Xia 31 3 0 20 Nov 2023
Diagonal Hierarchical Consistency Learning for Semi-supervised Medical Image Segmentation Heejoon Koo 34 0 0 10 Nov 2023
Anatomically-aware Uncertainty for Semi-supervised Image Segmentation V. SukeshAdiga Jose Dolz H. Lombaert UQCV 19 24 0 24 Oct 2023
Competitive Ensembling Teacher-Student Framework for Semi-Supervised Left Atrium MRI Segmentation Yuyan Shi Yichi Zhang Shasha Wang 17 7 0 21 Oct 2023
UCM-Net: A Lightweight and Efficient Solution for Skin Lesion Segmentation using MLP and CNN Chunyu Yuan Dongfang Zhao S. Agaian 30 9 0 14 Oct 2023
Data efficient deep learning for medical image analysis: A survey Suruchi Kumari Pravendra Singh 37 12 0 10 Oct 2023
Adaptive Semi-Supervised Segmentation of Brain Vessels with Ambiguous Labels Fengming Lin Yan Xia Nishant Ravikumar Qiongyao Liu Michael MacRaild Alejandro F Frangi 18 4 0 07 Aug 2023
MedLSAM: Localize and Segment Anything Model for 3D CT Images Wenhui Lei Xu Wei Xiaofan Zhang Kang Li Shaoting Zhang MedIm 26 3 0 26 Jun 2023
Towards Segment Anything Model (SAM) for Medical Image Segmentation: A Survey Yichi Zhang Rushi Jiao MedIm VLM 27 26 0 05 May 2023
Inherent Consistent Learning for Accurate Semi-supervised Medical Image Segmentation Ye Zhu Jie-jin Yang Sichen Liu Ruimao Zhang 24 3 0 24 Mar 2023
Towards more precise automatic analysis: a comprehensive survey of deep learning-based multi-organ segmentation Xiaoyu Liu Linhao Qu Ziyue Xie Jiayue Zhao Yonghong Shi Zhijian Song 26 6 0 01 Mar 2023
Multi-organ segmentation: a progressive exploration of learning paradigms under scarce annotation Shiman Li Haoran Wang Yucong Meng Chenxi Zhang Zhijian Song 29 6 0 07 Feb 2023
Analysing the effectiveness of a generative model for semi-supervised medical image segmentation Margherita Rosnati Fabio De Sousa Ribeiro M. Monteiro Daniel Coelho De Castro Ben Glocker GAN MedIm 17 2 0 03 Nov 2022
Annotation-efficient cancer detection with report-guided lesion annotation for deep learning-based prostate cancer detection in bpMRI Joeran S. Bosma A. Saha M. Hosseinzadeh Ivan Slootweg Maarten de Rooij Henkjan Huisman 27 29 0 09 Dec 2021
Uncertainty-Guided Mutual Consistency Learning for Semi-Supervised Medical Image Segmentation Yichi Zhang Rushi Jiao Qingcheng Liao Dongyang Li Jicong Zhang 22 56 0 05 Dec 2021
Pseudo-label refinement using superpixels for semi-supervised brain tumour segmentation Bethany H. Thompson G. D. Caterina J. Voisey 26 31 0 16 Oct 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 69 230 0 21 Sep 2021
Parameter Decoupling Strategy for Semi-supervised 3D Left Atrium Segmentation Xuanting Hao Shengbo Gao Lijie Sheng Jicong Zhang 32 3 0 20 Sep 2021
Adaptive Hierarchical Dual Consistency for Semi-Supervised Left Atrium Segmentation on Cross-Domain Data Jun Chen Heye Zhang R. Mohiaddin Tom Wong D. Firmin J. Keegan Guang Yang 39 36 0 17 Sep 2021