| DiffRect: Latent Diffusion Label Rectification for Semi-supervised Medical Image Segmentation | Jul 13, 2024 | DenoisingImage Segmentation | CodeCode Available | 2 |
| S&D Messenger: Exchanging Semantic and Domain Knowledge for Generic Semi-Supervised Medical Image Segmentation | Jul 10, 2024 | Domain AdaptationDomain Generalization | —Unverified | 0 |
| Cross Prompting Consistency with Segment Anything Model for Semi-supervised Medical Image Segmentation | Jul 7, 2024 | DecoderImage Segmentation | CodeCode Available | 1 |
| AstMatch: Adversarial Self-training Consistency Framework for Semi-Supervised Medical Image Segmentation | Jun 28, 2024 | Image SegmentationMedical Image Segmentation | CodeCode Available | 0 |
| FRCNet Frequency and Region Consistency for Semi-supervised Medical Image Segmentation | May 26, 2024 | Image SegmentationMedical Image Segmentation | —Unverified | 0 |
| Leveraging Fixed and Dynamic Pseudo-labels for Semi-supervised Medical Image Segmentation | May 12, 2024 | Image SegmentationMedical Image Segmentation | —Unverified | 0 |
| Adaptive Bidirectional Displacement for Semi-Supervised Medical Image Segmentation | May 1, 2024 | Image SegmentationMedical Image Segmentation | CodeCode Available | 2 |
| CrossMatch: Enhance Semi-Supervised Medical Image Segmentation with Perturbation Strategies and Knowledge Distillation | May 1, 2024 | Image SegmentationKnowledge Distillation | CodeCode Available | 1 |
| Mixed Prototype Consistency Learning for Semi-supervised Medical Image Segmentation | Apr 16, 2024 | Image SegmentationMedical Image Segmentation | —Unverified | 0 |
| Constructing and Exploring Intermediate Domains in Mixed Domain Semi-supervised Medical Image Segmentation | Apr 13, 2024 | Domain AdaptationImage Segmentation | CodeCode Available | 2 |
| An Evidential-enhanced Tri-Branch Consistency Learning Method for Semi-supervised Medical Image Segmentation | Apr 10, 2024 | Image SegmentationMedical Image Analysis | —Unverified | 0 |
| EPL: Evidential Prototype Learning for Semi-supervised Medical Image Segmentation | Apr 9, 2024 | Image SegmentationMedical Image Segmentation | —Unverified | 0 |
| Uncertainty-aware Evidential Fusion-based Learning for Semi-supervised Medical Image Segmentation | Apr 9, 2024 | Image SegmentationMedical Image Segmentation | —Unverified | 0 |
| 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 |
| 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 |
| Inconsistency Masks: Removing the Uncertainty from Input-Pseudo-Label Pairs | Jan 25, 2024 | Image SegmentationLesion Segmentation | CodeCode Available | 1 |
| Dual-scale Enhanced and Cross-generative Consistency Learning for Semi-supervised Medical Image Segmentation | Dec 26, 2023 | Image SegmentationMedical Image Segmentation | CodeCode Available | 0 |
| Dual Structure-Aware Image Filterings for Semi-supervised Medical Image Segmentation | Dec 12, 2023 | Image SegmentationMedical Image Segmentation | —Unverified | 0 |
| SemiSAM: Enhancing Semi-Supervised Medical Image Segmentation via SAM-Assisted Consistency Regularization | Dec 11, 2023 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 |
| Alternate Diverse Teaching for Semi-supervised Medical Image Segmentation | Nov 29, 2023 | Data AugmentationImage Segmentation | CodeCode Available | 1 |
| Semi-supervised Medical Image Segmentation via Query Distribution Consistency | Nov 21, 2023 | DecoderImage Segmentation | CodeCode Available | 0 |
| Segment Together: A Versatile Paradigm for Semi-Supervised Medical Image Segmentation | Nov 20, 2023 | BenchmarkingImage Segmentation | —Unverified | 0 |
| SSASS: Semi-Supervised Approach for Stenosis Segmentation | Nov 17, 2023 | Medical Image SegmentationPseudo Label | —Unverified | 0 |
| Pseudo Label-Guided Data Fusion and Output Consistency for Semi-Supervised Medical Image Segmentation | Nov 17, 2023 | DecoderImage Segmentation | CodeCode Available | 0 |
| Robust semi-supervised segmentation with timestep ensembling diffusion models | Nov 13, 2023 | DenoisingImage Segmentation | —Unverified | 0 |
| Diagonal Hierarchical Consistency Learning for Semi-supervised Medical Image Segmentation | Nov 10, 2023 | Image SegmentationMedical Image Segmentation | —Unverified | 0 |
| Competitive Ensembling Teacher-Student Framework for Semi-Supervised Left Atrium MRI Segmentation | Oct 21, 2023 | Image SegmentationLeft Atrium Segmentation | —Unverified | 0 |
| Cross-head mutual Mean-Teaching for semi-supervised medical image segmentation | Oct 8, 2023 | Data AugmentationImage Segmentation | CodeCode Available | 1 |
| Cross-adversarial local distribution regularization for semi-supervised medical image segmentation | Oct 2, 2023 | Image SegmentationMedical Image Segmentation | —Unverified | 0 |
| Discrepancy Matters: Learning from Inconsistent Decoder Features for Consistent Semi-supervised Medical Image Segmentation | Sep 26, 2023 | DecoderImage Segmentation | CodeCode Available | 1 |
| Multi-dimensional Fusion and Consistency for Semi-supervised Medical Image Segmentation | Sep 12, 2023 | Image SegmentationMedical Image Segmentation | —Unverified | 0 |
| Medical Image Segmentation with Belief Function Theory and Deep Learning | Sep 12, 2023 | Deep LearningImage Segmentation | —Unverified | 0 |
| Dual-Decoder Consistency via Pseudo-Labels Guided Data Augmentation for Semi-Supervised Medical Image Segmentation | Aug 31, 2023 | Data AugmentationDecoder | CodeCode Available | 0 |
| Rethinking Data Perturbation and Model Stabilization for Semi-supervised Medical Image Segmentation | Aug 23, 2023 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 |
| Semi-Supervised Medical Image Segmentation with Co-Distribution Alignment | Jul 24, 2023 | Image SegmentationMedical Image Segmentation | —Unverified | 0 |
| 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 |
| Consistency-guided Meta-Learning for Bootstrapping Semi-Supervised Medical Image Segmentation | Jul 21, 2023 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 |
| EVIL: Evidential Inference Learning for Trustworthy Semi-supervised Medical Image Segmentation | Jul 18, 2023 | Image SegmentationMedical Image Segmentation | —Unverified | 0 |
| Correlation-Aware Mutual Learning for Semi-supervised Medical Image Segmentation | Jul 12, 2023 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 |
| Multi-Scale Cross Contrastive Learning for Semi-Supervised Medical Image Segmentation | Jun 25, 2023 | Contrastive LearningImage Segmentation | —Unverified | 0 |
| C^3PS: Context-aware Conditional Cross Pseudo Supervision for Semi-supervised Medical Image Segmentation | Jun 14, 2023 | Image SegmentationMedical Image Segmentation | —Unverified | 0 |
| Self-aware and Cross-sample Prototypical Learning for Semi-supervised Medical Image Segmentation | May 25, 2023 | DiversityImage Segmentation | CodeCode Available | 1 |
| Cross-supervised Dual Classifiers for Semi-supervised Medical Image Segmentation | May 25, 2023 | Image SegmentationMedical Image Analysis | —Unverified | 0 |
| Bidirectional Copy-Paste for Semi-Supervised Medical Image Segmentation | May 1, 2023 | Image SegmentationMedical Image Segmentation | CodeCode Available | 2 |
| Self-training with dual uncertainty for semi-supervised medical image segmentation | Apr 10, 2023 | Image SegmentationMedical Image Segmentation | —Unverified | 0 |
| ACTION++: Improving Semi-supervised Medical Image Segmentation with Adaptive Anatomical Contrast | Apr 5, 2023 | Contrastive LearningImage Segmentation | CodeCode Available | 1 |
| Inherent Consistent Learning for Accurate Semi-supervised Medical Image Segmentation | Mar 24, 2023 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 |
| Orthogonal Annotation Benefits Barely-supervised Medical Image Segmentation | Mar 23, 2023 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 |
| Rethinking Semi-Supervised Medical Image Segmentation: A Variance-Reduction Perspective | Feb 3, 2023 | Contrastive LearningImage Segmentation | CodeCode Available | 1 |