| 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 |
| Revisiting Weak-to-Strong Consistency in Semi-Supervised Semantic Segmentation | Aug 21, 2022 | Medical Image AnalysisSemantic 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 |
| Bidirectional Copy-Paste for Semi-Supervised Medical Image Segmentation | May 1, 2023 | 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 |
| Adaptive Bidirectional Displacement for Semi-Supervised Medical Image Segmentation | May 1, 2024 | Image SegmentationMedical Image Segmentation | CodeCode Available | 2 |
| SemiSAM+: Rethinking Semi-Supervised Medical Image Segmentation in the Era of Foundation Models | Feb 28, 2025 | Image SegmentationMedical Image Segmentation | CodeCode Available | 2 |
| Self-aware and Cross-sample Prototypical Learning for Semi-supervised Medical Image Segmentation | May 25, 2023 | DiversityImage Segmentation | CodeCode Available | 1 |
| RCPS: Rectified Contrastive Pseudo Supervision for Semi-Supervised Medical Image Segmentation | Jan 13, 2023 | Contrastive LearningImage Segmentation | CodeCode Available | 1 |
| Rethinking Semi-Supervised Medical Image Segmentation: A Variance-Reduction Perspective | Feb 3, 2023 | Contrastive LearningImage Segmentation | CodeCode Available | 1 |
| Rethinking Data Perturbation and Model Stabilization for Semi-supervised Medical Image Segmentation | Aug 23, 2023 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 |
| Duo-SegNet: Adversarial Dual-Views for Semi-Supervised Medical Image Segmentation | Aug 25, 2021 | Image SegmentationMedical Image 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 |
| Self-Paced Contrastive Learning for Semi-supervised Medical Image Segmentation with Meta-labels | Jul 29, 2021 | Contrastive Learningimage-classification | CodeCode Available | 1 |
| MisMatch: Calibrated Segmentation via Consistency on Differential Morphological Feature Perturbations with Limited Labels | Oct 23, 2021 | Decoderimage-classification | 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 |
| Inconsistency-aware Uncertainty Estimation for Semi-supervised Medical Image Segmentation | Oct 17, 2021 | 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 |
| Inherent Consistent Learning for Accurate Semi-supervised Medical Image Segmentation | Mar 24, 2023 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 |
| MagicNet: Semi-Supervised Multi-Organ Segmentation via Magic-Cube Partition and Recovery | Dec 29, 2022 | AnatomyData Augmentation | CodeCode Available | 1 |
| MCF: Mutual Correction Framework for Semi-Supervised Medical Image Segmentation | Jan 1, 2023 | 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 |
| Pseudo-Label Guided Contrastive Learning for Semi-Supervised Medical Image Segmentation | Jan 1, 2023 | Colorectal Gland Segmentation:Contrastive Learning | CodeCode Available | 1 |
| Bootstrapping Semi-supervised Medical Image Segmentation with Anatomical-aware Contrastive Distillation | Jun 6, 2022 | Contrastive LearningImage Segmentation | CodeCode Available | 1 |
| Rethinking Bayesian Deep Learning Methods for Semi-Supervised Volumetric Medical Image Segmentation | Jun 18, 2022 | Deep LearningImage Segmentation | CodeCode Available | 1 |
| C3S3: Complementary Competition and Contrastive Selection for Semi-Supervised Medical Image Segmentation | Jun 9, 2025 | Contrastive LearningDiagnostic | 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 |
| CauSSL: Causality-inspired Semi-supervised Learning for Medical Image Segmentation | Jan 1, 2023 | Image SegmentationMedical Image Segmentation | 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 |
| Mutual Consistency Learning for Semi-supervised Medical Image Segmentation | Sep 21, 2021 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 |
| Exploring Smoothness and Class-Separation for Semi-supervised Medical Image Segmentation | Mar 2, 2022 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 |
| Correlation-Aware Mutual Learning for Semi-supervised Medical Image Segmentation | Jul 12, 2023 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 |
| ACTION++: Improving Semi-supervised Medical Image Segmentation with Adaptive Anatomical Contrast | Apr 5, 2023 | Contrastive LearningImage Segmentation | CodeCode Available | 1 |
| Co-training with High-Confidence Pseudo Labels for Semi-supervised Medical Image Segmentation | Jan 11, 2023 | Image SegmentationLeft Atrium Segmentation | CodeCode Available | 1 |
| Alternate Diverse Teaching for Semi-supervised Medical Image Segmentation | Nov 29, 2023 | Data AugmentationImage Segmentation | CodeCode Available | 1 |
| Cross-head mutual Mean-Teaching for semi-supervised medical image segmentation | Oct 8, 2023 | Data AugmentationImage Segmentation | CodeCode Available | 1 |
| Cross-level Contrastive Learning and Consistency Constraint for Semi-supervised Medical Image Segmentation | Feb 8, 2022 | Contrastive LearningImage Segmentation | CodeCode Available | 1 |
| Consistency-guided Meta-Learning for Bootstrapping Semi-Supervised Medical Image Segmentation | Jul 21, 2023 | Image SegmentationMedical Image 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 |
| Bayesian Pseudo Labels: Expectation Maximization for Robust and Efficient Semi-Supervised Segmentation | Aug 8, 2022 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 |
| Inconsistency Masks: Removing the Uncertainty from Input-Pseudo-Label Pairs | Jan 25, 2024 | Image SegmentationLesion Segmentation | CodeCode Available | 1 |
| 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 |
| An Embarrassingly Simple Consistency Regularization Method for Semi-Supervised Medical Image Segmentation | Feb 1, 2022 | 3D Medical Imaging SegmentationImage Segmentation | 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 |
| A Teacher-Student Framework for Semi-supervised Medical Image Segmentation From Mixed Supervision | Oct 23, 2020 | DecoderImage Segmentation | CodeCode Available | 1 |
| Dual-Task Mutual Learning for Semi-Supervised Medical Image Segmentation | Mar 8, 2021 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 |
| Discrepancy Matters: Learning from Inconsistent Decoder Features for Consistent Semi-supervised Medical Image Segmentation | Sep 26, 2023 | DecoderImage 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 |
| Gaze-Assisted Medical Image Segmentation | Oct 23, 2024 | DiagnosticImage Segmentation | CodeCode Available | 1 |
