| AdvMIM: Adversarial Masked Image Modeling for Semi-Supervised Medical Image Segmentation | Jun 25, 2025 | Image SegmentationMedical Image Segmentation | CodeCode Available | 0 |
| SSS: Semi-Supervised SAM-2 with Efficient Prompting for Medical Imaging Segmentation | Jun 10, 2025 | Data AugmentationImage Segmentation | CodeCode Available | 0 |
| C3S3: Complementary Competition and Contrastive Selection for Semi-Supervised Medical Image Segmentation | Jun 9, 2025 | Contrastive LearningDiagnostic | CodeCode Available | 1 |
| Unleashing the Power of Intermediate Domains for Mixed Domain Semi-Supervised Medical Image Segmentation | May 30, 2025 | Domain AdaptationImage Segmentation | CodeCode Available | 0 |
| Decoupled Competitive Framework for Semi-supervised Medical Image Segmentation | May 30, 2025 | Image SegmentationMedical Image Segmentation | CodeCode Available | 0 |
| Efficient Prototype Consistency Learning in Medical Image Segmentation via Joint Uncertainty and Data Augmentation | May 22, 2025 | Data AugmentationImage Segmentation | —Unverified | 0 |
| Background Matters: A Cross-view Bidirectional Modeling Framework for Semi-supervised Medical Image Segmentation | May 22, 2025 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 |
| P3Net: Progressive and Periodic Perturbation for Semi-Supervised Medical Image Segmentation | May 21, 2025 | Image SegmentationMedical Image Segmentation | —Unverified | 0 |
| TransMedSeg: A Transferable Semantic Framework for Semi-Supervised Medical Image Segmentation | May 20, 2025 | Image SegmentationMedical Image Analysis | —Unverified | 0 |
| Rethinking the Mean Teacher Strategy from the Perspective of Self-paced Learning | May 16, 2025 | Image SegmentationMedical Image Segmentation | —Unverified | 0 |
| WT-BCP: Wavelet Transform based Bidirectional Copy-Paste for Semi-Supervised Medical Image Segmentation | Apr 20, 2025 | Image SegmentationMedical Image Segmentation | CodeCode Available | 0 |
| Balancing Multi-Target Semi-Supervised Medical Image Segmentation with Collaborative Generalist and Specialists | Apr 1, 2025 | Image SegmentationMedical Image Segmentation | —Unverified | 0 |
| 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 |
| Semi-KAN: KAN Provides an Effective Representation for Semi-Supervised Learning in Medical Image Segmentation | Mar 19, 2025 | Image SegmentationKolmogorov-Arnold Networks | —Unverified | 0 |
| Boosting Semi-Supervised Medical Image Segmentation via Masked Image Consistency and Discrepancy Learning | Mar 18, 2025 | DecoderDiversity | —Unverified | 0 |
| Striving for Simplicity: Simple Yet Effective Prior-Aware Pseudo-Labeling for Semi-Supervised Ultrasound Image Segmentation | Mar 18, 2025 | DecoderImage Segmentation | CodeCode Available | 0 |
| Multi-Prototype Embedding Refinement for Semi-Supervised Medical Image Segmentation | Mar 18, 2025 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 |
| Diff-CL: A Novel Cross Pseudo-Supervision Method for Semi-supervised Medical Image Segmentation | Mar 12, 2025 | Contrastive LearningImage Segmentation | —Unverified | 0 |
| GIGP: A Global Information Interacting and Geometric Priors Focusing Framework for Semi-supervised Medical Image Segmentation | Mar 12, 2025 | Image SegmentationMamba | —Unverified | 0 |
| Semi-Supervised Medical Image Segmentation via Knowledge Mining from Large Models | Mar 10, 2025 | General KnowledgeImage Segmentation | —Unverified | 0 |
| Enhancing SAM with Efficient Prompting and Preference Optimization for Semi-supervised Medical Image Segmentation | Mar 6, 2025 | Active LearningImage Segmentation | —Unverified | 0 |
| SemiSAM+: Rethinking Semi-Supervised Medical Image Segmentation in the Era of Foundation Models | Feb 28, 2025 | Image SegmentationMedical Image Segmentation | CodeCode Available | 2 |
| Bidirectional Uncertainty-Aware Region Learning for Semi-Supervised Medical Image Segmentation | Feb 11, 2025 | Image SegmentationMedical Image Segmentation | —Unverified | 0 |
| CAD: Confidence-Aware Adaptive Displacement for Semi-Supervised Medical Image Segmentation | Feb 1, 2025 | Image SegmentationMedical Image Segmentation | —Unverified | 0 |
| FedSemiDG: Domain Generalized Federated Semi-supervised Medical Image Segmentation | Jan 13, 2025 | Domain GeneralizationImage Segmentation | —Unverified | 0 |
