| DyCON: Dynamic Uncertainty-aware Consistency and Contrastive Learning for Semi-supervised Medical Image Segmentation | Jan 1, 2025 | Contrastive LearningImage Segmentation | —Unverified | 0 |
| Annotation Ambiguity Aware Semi-Supervised Medical Image Segmentation | Jan 1, 2025 | DecoderImage Segmentation | —Unverified | 0 |
| beta-FFT: Nonlinear Interpolation and Differentiated Training Strategies for Semi-Supervised Medical Image Segmentation | Jan 1, 2025 | DiversityImage Segmentation | —Unverified | 0 |
| SGTC: Semantic-Guided Triplet Co-training for Sparsely Annotated Semi-Supervised Medical Image Segmentation | Dec 20, 2024 | Auxiliary LearningImage Segmentation | CodeCode Available | 0 |
| Uncertainty-Guided Cross Attention Ensemble Mean Teacher for Semi-supervised Medical Image Segmentation | Dec 19, 2024 | Domain GeneralizationImage Segmentation | CodeCode Available | 0 |
| Learnable Prompting SAM-induced Knowledge Distillation for Semi-supervised Medical Image Segmentation | Dec 18, 2024 | Image SegmentationKnowledge Distillation | CodeCode Available | 2 |
| 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 |
| GraphCL: Graph-based Clustering for Semi-Supervised Medical Image Segmentation | Nov 20, 2024 | ClusteringImage Segmentation | —Unverified | 0 |
| DiM: f-Divergence Minimization Guided Sharpness-Aware Optimization for Semi-supervised Medical Image Segmentation | Nov 19, 2024 | Image SegmentationMedical Image Segmentation | —Unverified | 0 |
| SP ^3 : Superpixel-propagated pseudo-label learning for weakly semi-supervised medical image segmentation | Nov 18, 2024 | Image SegmentationMedical Image Segmentation | —Unverified | 0 |
| Synergy-Guided Regional Supervision of Pseudo Labels for Semi-Supervised Medical Image Segmentation | Nov 7, 2024 | Image SegmentationMedical Image Segmentation | —Unverified | 0 |
| Double Banking on Knowledge: Customized Modulation and Prototypes for Multi-Modality Semi-supervised Medical Image Segmentation | Oct 23, 2024 | Contrastive LearningImage Segmentation | —Unverified | 0 |
| 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 |
| SemSim: Revisiting Weak-to-Strong Consistency from a Semantic Similarity Perspective for Semi-supervised Medical Image Segmentation | Oct 17, 2024 | Image SegmentationMedical Image Segmentation | —Unverified | 0 |
| Mind the Context: Attention-Guided Weak-to-Strong Consistency for Enhanced Semi-Supervised Medical Image Segmentation | Oct 16, 2024 | DiagnosticImage Segmentation | —Unverified | 0 |
| Dual-Teacher Ensemble Models with Double-Copy-Paste for 3D Semi-Supervised Medical Image Segmentation | Oct 15, 2024 | DiversityImage Segmentation | CodeCode Available | 0 |
| Manifold-Aware Local Feature Modeling for Semi-Supervised Medical Image Segmentation | Oct 14, 2024 | Boundary DetectionImage Segmentation | CodeCode Available | 0 |
| SDCL: Students Discrepancy-Informed Correction Learning for Semi-supervised Medical Image Segmentation | Sep 25, 2024 | Image SegmentationLeft Atrium Segmentation | CodeCode Available | 1 |
| Learning Semi-Supervised Medical Image Segmentation from Spatial Registration | Sep 16, 2024 | Contrastive LearningImage Segmentation | CodeCode Available | 0 |
| Lagrange Duality and Compound Multi-Attention Transformer for Semi-Supervised Medical Image Segmentation | Sep 12, 2024 | Image SegmentationMedical Diagnosis | CodeCode Available | 0 |
| PMT: Progressive Mean Teacher via Exploring Temporal Consistency for Semi-Supervised Medical Image Segmentation | Sep 8, 2024 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 |
| Adaptive Mix for Semi-Supervised Medical Image Segmentation | Jul 31, 2024 | Image SegmentationMedical Image Segmentation | —Unverified | 0 |
| 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 |
