Mutual learning with reliable pseudo label for semi-supervised medical image segmentation

Virtual Adversarial Training: A Regularization Method for Supervised and Semi-Supervised Learning

Takeru Miyato, Shin‐ichi Maeda, Masanori Koyama et al. · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2018 · 2.8K citations

Computing, Computer Science, Computer Vision +15

FixMatch: Simplifying Semi-Supervised Learning with Consistency and Confidence

Kihyuk Sohn, David Berthelot, Chunliang Li et al. · arXiv (Cornell University) · 2020 · 2.3K citations · Full text

Computing, Computer Science, Computer Vision +16

Semi-Supervised Semantic Segmentation with Cross Pseudo Supervision

Xiaokang Chen, Yuhui Yuan, Gang Zeng et al. · 2021 · 1.1K citations

Computing, Computer Science, Computer Vision +16

Semi-supervised Medical Image Segmentation through Dual-task Consistency

Xiangde Luo, Jieneng Chen, Tao Song et al. · Proceedings of the AAAI Conference on Artificial Intelligence · 2021 · 639 citations · Full text

Computing, Biomedical Engineering, Computer Science +17

Transformation-Consistent Self-Ensembling Model for Semisupervised Medical Image Segmentation

Xiaomeng Li, Lequan Yu, Hao Chen et al. · IEEE Transactions on Neural Networks and Learning Systems · 2020 · 539 citations

Computing, Biomedical Engineering, Computer Science +15