| Background Matters: A Cross-view Bidirectional Modeling Framework for Semi-supervised Medical Image Segmentation | May 22, 2025 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 | 5 |
| MisMatch: Calibrated Segmentation via Consistency on Differential Morphological Feature Perturbations with Limited Labels | Oct 23, 2021 | Decoderimage-classification | CodeCode Available | 1 | 5 |
| A SAM-guided and Match-based Semi-Supervised Segmentation Framework for Medical Imaging | Nov 25, 2024 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 | 5 |
| CauSSL: Causality-inspired Semi-supervised Learning for Medical Image Segmentation | Jan 1, 2023 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 | 5 |
| MagicNet: Semi-Supervised Multi-Organ Segmentation via Magic-Cube Partition and Recovery | Dec 29, 2022 | AnatomyData Augmentation | CodeCode Available | 1 | 5 |
| Multi-Prototype Embedding Refinement for Semi-Supervised Medical Image Segmentation | Mar 18, 2025 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 | 5 |
| Correlation-Aware Mutual Learning for Semi-supervised Medical Image Segmentation | Jul 12, 2023 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 | 5 |
| ACTION++: Improving Semi-supervised Medical Image Segmentation with Adaptive Anatomical Contrast | Apr 5, 2023 | Contrastive LearningImage 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 |
| Co-training with High-Confidence Pseudo Labels for Semi-supervised Medical Image Segmentation | Jan 11, 2023 | Image SegmentationLeft Atrium Segmentation | CodeCode Available | 1 | 5 |
| Alternate Diverse Teaching for Semi-supervised Medical Image Segmentation | Nov 29, 2023 | Data AugmentationImage Segmentation | CodeCode Available | 1 | 5 |
| Cross-head mutual Mean-Teaching for semi-supervised medical image segmentation | Oct 8, 2023 | Data AugmentationImage Segmentation | CodeCode Available | 1 | 5 |
| Cross-level Contrastive Learning and Consistency Constraint for Semi-supervised Medical Image Segmentation | Feb 8, 2022 | Contrastive LearningImage Segmentation | CodeCode Available | 1 | 5 |
| CrossMatch: Enhance Semi-Supervised Medical Image Segmentation with Perturbation Strategies and Knowledge Distillation | May 1, 2024 | Image SegmentationKnowledge Distillation | CodeCode Available | 1 | 5 |
| Cross Prompting Consistency with Segment Anything Model for Semi-supervised Medical Image Segmentation | Jul 7, 2024 | DecoderImage Segmentation | CodeCode Available | 1 | 5 |
| Bayesian Pseudo Labels: Expectation Maximization for Robust and Efficient Semi-Supervised Segmentation | Aug 8, 2022 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 | 5 |
| Duo-SegNet: Adversarial Dual-Views for Semi-Supervised Medical Image Segmentation | Aug 25, 2021 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 | 5 |
| DHC: Dual-debiased Heterogeneous Co-training Framework for Class-imbalanced Semi-supervised Medical Image Segmentation | Jul 22, 2023 | Image SegmentationMedical Image 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 |
| Stitching, Fine-tuning, Re-training: A SAM-enabled Framework for Semi-supervised 3D Medical Image Segmentation | Mar 17, 2024 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 | 5 |
| A Teacher-Student Framework for Semi-supervised Medical Image Segmentation From Mixed Supervision | Oct 23, 2020 | DecoderImage Segmentation | CodeCode Available | 1 | 5 |
| Dual-Task Mutual Learning for Semi-Supervised Medical Image Segmentation | Mar 8, 2021 | 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 |
| Inconsistency Masks: Removing the Uncertainty from Input-Pseudo-Label Pairs | Jan 25, 2024 | Image SegmentationLesion Segmentation | CodeCode Available | 1 | 5 |
| Orthogonal Annotation Benefits Barely-supervised Medical Image Segmentation | Mar 23, 2023 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 | 5 |
