| Correlation-Aware Mutual Learning for Semi-supervised Medical Image Segmentation | Jul 12, 2023 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 | 5 |
| Consistency-guided Meta-Learning for Bootstrapping Semi-Supervised Medical Image Segmentation | Jul 21, 2023 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 | 5 |
| Inconsistency-aware Uncertainty Estimation for Semi-supervised Medical Image Segmentation | Oct 17, 2021 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 | 5 |
| Inconsistency Masks: Removing the Uncertainty from Input-Pseudo-Label Pairs | Jan 25, 2024 | Image SegmentationLesion Segmentation | CodeCode Available | 1 | 5 |
| Inherent Consistent Learning for Accurate Semi-supervised Medical Image Segmentation | Mar 24, 2023 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 | 5 |
| Discrepancy Matters: Learning from Inconsistent Decoder Features for Consistent Semi-supervised Medical Image Segmentation | Sep 26, 2023 | DecoderImage Segmentation | CodeCode Available | 1 | 5 |
| An Embarrassingly Simple Consistency Regularization Method for Semi-Supervised Medical Image Segmentation | Feb 1, 2022 | 3D Medical Imaging SegmentationImage Segmentation | CodeCode Available | 1 | 5 |
| Semi-supervised Medical Image Segmentation Method Based on Cross-pseudo Labeling Leveraging Strong and Weak Data Augmentation Strategies | Feb 17, 2024 | Data AugmentationDiversity | CodeCode Available | 1 | 5 |
| Decoupled Competitive Framework for Semi-supervised Medical Image Segmentation | May 30, 2025 | Image SegmentationMedical Image Segmentation | CodeCode Available | 0 | 5 |
| AstMatch: Adversarial Self-training Consistency Framework for Semi-Supervised Medical Image Segmentation | Jun 28, 2024 | Image SegmentationMedical Image Segmentation | CodeCode Available | 0 | 5 |
| IDEAL: Improved DEnse locAL Contrastive Learning for Semi-Supervised Medical Image Segmentation | Oct 26, 2022 | Contrastive LearningImage Segmentation | CodeCode Available | 0 | 5 |
| Dual-Decoder Consistency via Pseudo-Labels Guided Data Augmentation for Semi-Supervised Medical Image Segmentation | Aug 31, 2023 | Data AugmentationDecoder | CodeCode Available | 0 | 5 |
| Dual-scale Enhanced and Cross-generative Consistency Learning for Semi-supervised Medical Image Segmentation | Dec 26, 2023 | Image SegmentationMedical Image Segmentation | CodeCode Available | 0 | 5 |
| Pseudo Label-Guided Data Fusion and Output Consistency for Semi-Supervised Medical Image Segmentation | Nov 17, 2023 | DecoderImage Segmentation | CodeCode Available | 0 | 5 |
| Semi-supervised Medical Image Segmentation via Query Distribution Consistency | Nov 21, 2023 | DecoderImage Segmentation | CodeCode Available | 0 | 5 |
| Mine yOur owN Anatomy: Revisiting Medical Image Segmentation with Extremely Limited Labels | Sep 27, 2022 | AnatomyContrastive Learning | CodeCode Available | 0 | 5 |
| Learning Semi-Supervised Medical Image Segmentation from Spatial Registration | Sep 16, 2024 | Contrastive LearningImage Segmentation | CodeCode Available | 0 | 5 |
| Dual-Teacher Ensemble Models with Double-Copy-Paste for 3D Semi-Supervised Medical Image Segmentation | Oct 15, 2024 | DiversityImage Segmentation | CodeCode Available | 0 | 5 |
| SGTC: Semantic-Guided Triplet Co-training for Sparsely Annotated Semi-Supervised Medical Image Segmentation | Dec 20, 2024 | Auxiliary LearningImage Segmentation | CodeCode Available | 0 | 5 |
| Exploring Feature Representation Learning for Semi-supervised Medical Image Segmentation | Nov 22, 2021 | Contrastive LearningImage Segmentation | CodeCode Available | 0 | 5 |
| Uncertainty-Guided Cross Attention Ensemble Mean Teacher for Semi-supervised Medical Image Segmentation | Dec 19, 2024 | Domain GeneralizationImage Segmentation | CodeCode Available | 0 | 5 |
| Manifold-Aware Local Feature Modeling for Semi-Supervised Medical Image Segmentation | Oct 14, 2024 | Boundary DetectionImage Segmentation | CodeCode Available | 0 | 5 |
| AdvMIM: Adversarial Masked Image Modeling for Semi-Supervised Medical Image Segmentation | Jun 25, 2025 | Image SegmentationMedical Image Segmentation | CodeCode Available | 0 | 5 |
| SSS: Semi-Supervised SAM-2 with Efficient Prompting for Medical Imaging Segmentation | Jun 10, 2025 | Data AugmentationImage Segmentation | CodeCode Available | 0 | 5 |
| Unleashing the Power of Intermediate Domains for Mixed Domain Semi-Supervised Medical Image Segmentation | May 30, 2025 | Domain AdaptationImage Segmentation | CodeCode Available | 0 | 5 |
