| Semi-Mamba-UNet: Pixel-Level Contrastive and Pixel-Level Cross-Supervised Visual Mamba-based UNet for Semi-Supervised Medical Image Segmentation | Feb 11, 2024 | Cardiac SegmentationContrastive Learning | CodeCode Available | 4 |
| SemiSAM+: Rethinking Semi-Supervised Medical Image Segmentation in the Era of Foundation Models | Feb 28, 2025 | Image SegmentationMedical Image Segmentation | CodeCode Available | 2 |
| Learnable Prompting SAM-induced Knowledge Distillation for Semi-supervised Medical Image Segmentation | Dec 18, 2024 | Image SegmentationKnowledge Distillation | CodeCode Available | 2 |
| DiffRect: Latent Diffusion Label Rectification for Semi-supervised Medical Image Segmentation | Jul 13, 2024 | DenoisingImage Segmentation | CodeCode Available | 2 |
| Adaptive Bidirectional Displacement for Semi-Supervised Medical Image Segmentation | May 1, 2024 | Image SegmentationMedical Image Segmentation | CodeCode Available | 2 |
| Constructing and Exploring Intermediate Domains in Mixed Domain Semi-supervised Medical Image Segmentation | Apr 13, 2024 | Domain AdaptationImage Segmentation | CodeCode Available | 2 |
| Bidirectional Copy-Paste for Semi-Supervised Medical Image Segmentation | May 1, 2023 | Image SegmentationMedical Image Segmentation | CodeCode Available | 2 |
| Revisiting Weak-to-Strong Consistency in Semi-Supervised Semantic Segmentation | Aug 21, 2022 | Medical Image AnalysisSemantic Segmentation | CodeCode Available | 2 |
| C3S3: Complementary Competition and Contrastive Selection for Semi-Supervised Medical Image Segmentation | Jun 9, 2025 | Contrastive LearningDiagnostic | CodeCode Available | 1 |
| Background Matters: A Cross-view Bidirectional Modeling Framework for Semi-supervised Medical Image Segmentation | May 22, 2025 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 |
| Steady Progress Beats Stagnation: Mutual Aid of Foundation and Conventional Models in Mixed Domain Semi-Supervised Medical Image Segmentation | Mar 21, 2025 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 |
| Multi-Prototype Embedding Refinement for Semi-Supervised Medical Image Segmentation | Mar 18, 2025 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 |
| DuSSS: Dual Semantic Similarity-Supervised Vision-Language Model for Semi-Supervised Medical Image Segmentation | Dec 17, 2024 | Contrastive LearningImage Segmentation | CodeCode Available | 1 |
| A SAM-guided and Match-based Semi-Supervised Segmentation Framework for Medical Imaging | Nov 25, 2024 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 |
| Gaze-Assisted Medical Image Segmentation | Oct 23, 2024 | DiagnosticImage Segmentation | CodeCode Available | 1 |
| Shape Transformation Driven by Active Contour for Class-Imbalanced Semi-Supervised Medical Image Segmentation | Oct 18, 2024 | Data AugmentationImage Segmentation | CodeCode Available | 1 |
| SDCL: Students Discrepancy-Informed Correction Learning for Semi-supervised Medical Image Segmentation | Sep 25, 2024 | Image SegmentationLeft Atrium Segmentation | CodeCode Available | 1 |
| PMT: Progressive Mean Teacher via Exploring Temporal Consistency for Semi-Supervised Medical Image Segmentation | Sep 8, 2024 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 |
| The Devil is in the Statistics: Mitigating and Exploiting Statistics Difference for Generalizable Semi-supervised Medical Image Segmentation | Jul 16, 2024 | Domain GeneralizationImage Segmentation | CodeCode Available | 1 |
| Cross Prompting Consistency with Segment Anything Model for Semi-supervised Medical Image Segmentation | Jul 7, 2024 | DecoderImage Segmentation | CodeCode Available | 1 |
| CrossMatch: Enhance Semi-Supervised Medical Image Segmentation with Perturbation Strategies and Knowledge Distillation | May 1, 2024 | Image SegmentationKnowledge Distillation | CodeCode Available | 1 |
| 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 |
| 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 |
| Inconsistency Masks: Removing the Uncertainty from Input-Pseudo-Label Pairs | Jan 25, 2024 | Image SegmentationLesion Segmentation | CodeCode Available | 1 |
| SemiSAM: Enhancing Semi-Supervised Medical Image Segmentation via SAM-Assisted Consistency Regularization | Dec 11, 2023 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 |
