Self-Paced Contrastive Learning for Semi-supervised Medical Image Segmentation with Meta-labels

29 July 2021

Jizong Peng

Ping Wang

Chrisitian Desrosiers

M. Pedersoli

SSL

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Papers citing "Self-Paced Contrastive Learning for Semi-supervised Medical Image Segmentation with Meta-labels"

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Title
Co-STAR: Collaborative Curriculum Self-Training with Adaptive Regularization for Source-Free Video Domain Adaptation Amirhossein Dadashzadeh Parsa Esmati Majid Mirmehdi TTA VLM 45 0 0 15 Apr 2025
Synergy-Guided Regional Supervision of Pseudo Labels for Semi-Supervised Medical Image Segmentation Tao Wang Xinlin Zhang Yuanbin Chen Yuanbo Zhou Longxuan Zhao T. Tan Tong Tong 22 0 0 07 Nov 2024
Enhancing 3D Transformer Segmentation Model for Medical Image with Token-level Representation Learning Xinrong Hu Dewen Zeng Yawen Wu Xueyang Li Yiyu Shi ViT MedIm 31 0 0 12 Aug 2024
Advancing Brain Imaging Analysis Step-by-step via Progressive Self-paced Learning Yanwu Yang Hairui Chen Jiesi Hu Xutao Guo Heather Ting Ma 19 0 0 23 Jul 2024
Self-Supervised Alignment Learning for Medical Image Segmentation Haofeng Li Yiming Ouyang Xiang Wan 26 0 0 22 Jun 2024
Unleashing the Potential of SAM for Medical Adaptation via Hierarchical Decoding Zhiheng Cheng Qingyue Wei Hongru Zhu Yan Wang Liangqiong Qu Wei Shao Yuyin Zhou MedIm 41 27 0 27 Mar 2024
Towards Robust and Efficient Cloud-Edge Elastic Model Adaptation via Selective Entropy Distillation Yaofo Chen Shuaicheng Niu Yaowei Wang Shoukai Xu Hengjie Song Mingkui Tan 24 6 0 27 Feb 2024
Multi-organ Self-supervised Contrastive Learning for Breast Lesion Segmentation Hugo Figueiras Helena Aidos Nuno C. Garcia SSL 22 0 0 21 Feb 2024
Where and How to Attack? A Causality-Inspired Recipe for Generating Counterfactual Adversarial Examples Ruichu Cai Yuxuan Zhu Jie Qiao Zefeng Liang Furui Liu Zhifeng Hao CML 11 5 0 21 Dec 2023
Dynamic Task and Weight Prioritization Curriculum Learning for Multimodal Imagery H. F. Alsan Taner Arsan 12 2 0 29 Oct 2023
GCL: Gradient-Guided Contrastive Learning for Medical Image Segmentation with Multi-Perspective Meta Labels YiXuan Wu Jintai Chen Jiahuan Yan Yiheng Zhu D. Z. Chen Jian Wu VLM 22 6 0 16 Sep 2023
Fast FixMatch: Faster Semi-Supervised Learning with Curriculum Batch Size John Chen Chen Dun Anastasios Kyrillidis 11 2 0 07 Sep 2023
Rethinking Data Perturbation and Model Stabilization for Semi-supervised Medical Image Segmentation Zhen Zhao Ye Liu Meng Zhao Di Yin Yixuan Yuan Luping Zhou 16 2 0 23 Aug 2023
Consistency-guided Meta-Learning for Bootstrapping Semi-Supervised Medical Image Segmentation Qingyue Wei Lequan Yu Xianhang Li Wei Shao Cihang Xie Lei Xing Yuyin Zhou 11 9 0 21 Jul 2023
HYperbolic Self-Paced Learning for Self-Supervised Skeleton-based Action Representations Luca Franco Paolo Mandica Bharti Munjal Fabio Galasso SSL 3DH 15 28 0 10 Mar 2023
Natural Color Fool: Towards Boosting Black-box Unrestricted Attacks Shengming Yuan Qilong Zhang Lianli Gao Yaya Cheng Jingkuan Song AAML 9 42 0 05 Oct 2022
Addressing Class Imbalance in Semi-supervised Image Segmentation: A Study on Cardiac MRI Hritam Basak Sagnik Ghosal R. Sarkar 14 26 0 31 Aug 2022
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 19 149 0 28 Jul 2022
Hypergraph Contrastive Collaborative Filtering Lianghao Xia Chao Huang Yong-mei Xu Jiashu Zhao Dawei Yin J. Huang 12 301 0 26 Apr 2022
Histogram of Oriented Gradients Meet Deep Learning: A Novel Multi-task Deep Network for Medical Image Semantic Segmentation Binod Bhattarai Ronast Subedi Rebati Gaire E. Vazquez Danail Stoyanov OOD 11 41 0 02 Apr 2022
On the pitfalls of entropy-based uncertainty for multi-class semi-supervised segmentation Martin Van Waerebeke Gregory A. Lodygensky Jose Dolz UQCV 10 2 0 07 Mar 2022
Boundary-aware Information Maximization for Self-supervised Medical Image Segmentation Jizong Peng Ping Wang M. Pedersoli Christian Desrosiers SSL 9 4 0 04 Feb 2022
Contrastive and Selective Hidden Embeddings for Medical Image Segmentation Zhuowei Li Zihao Liu Zhiqiang Hu Qing Xia Ruiqin Xiong Shaoting Zhang Dimitris N. Metaxas Tingting Jiang SSL 21 8 0 21 Jan 2022
Local contrastive loss with pseudo-label based self-training for semi-supervised medical image segmentation K. Chaitanya Ertunc Erdil Neerav Karani E. Konukoglu SSL 10 119 0 17 Dec 2021
Semi-Supervised Medical Image Segmentation via Cross Teaching between CNN and Transformer Xiangde Luo Minhao Hu Tao Song Guotai Wang Shaoting Zhang ViT MedIm 20 197 0 09 Dec 2021
Diversified Multi-prototype Representation for Semi-supervised Segmentation Jizong Peng Christian Desrosiers M. Pedersoli 14 1 0 16 Nov 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 21 225 0 13 Aug 2021
Bootstrap Representation Learning for Segmentation on Medical Volumes and Sequences Zejian Chen Wei Zhuo Tianfu Wang Wufeng Xue Dong Ni 15 5 0 23 Jun 2021
Source Data-Free Cross-Domain Semantic Segmentation: Align, Teach and Propagate Yuxi Wang Jian Liang Zhaoxiang Zhang 21 5 0 22 Jun 2021
Improved Baselines with Momentum Contrastive Learning Xinlei Chen Haoqi Fan Ross B. Girshick Kaiming He SSL 238 3,359 0 09 Mar 2020