| Segment Together: A Versatile Paradigm for Semi-Supervised Medical Image Segmentation | Nov 20, 2023 | BenchmarkingImage Segmentation | —Unverified | 0 |
| Self-Ensembling Contrastive Learning for Semi-Supervised Medical Image Segmentation | May 27, 2021 | Contrastive LearningDecoder | —Unverified | 0 |
| Rethinking the Mean Teacher Strategy from the Perspective of Self-paced Learning | May 16, 2025 | Image SegmentationMedical Image Segmentation | —Unverified | 0 |
| Self-training with dual uncertainty for semi-supervised medical image segmentation | Apr 10, 2023 | Image SegmentationMedical Image Segmentation | —Unverified | 0 |
| Semi-KAN: KAN Provides an Effective Representation for Semi-Supervised Learning in Medical Image Segmentation | Mar 19, 2025 | Image SegmentationKolmogorov-Arnold Networks | —Unverified | 0 |
| Semi-Supervised Medical Image Segmentation via Learning Consistency under Transformations | Nov 4, 2019 | Image SegmentationMedical Image Segmentation | —Unverified | 0 |
| Semi-supervised Medical Image Segmentation via Geometry-aware Consistency Training | Feb 12, 2022 | Image SegmentationMedical Image Segmentation | —Unverified | 0 |
| Semi-Supervised Medical Image Segmentation with Co-Distribution Alignment | Jul 24, 2023 | Image SegmentationMedical Image Segmentation | —Unverified | 0 |
| Semi-Supervised Medical Image Segmentation via Knowledge Mining from Large Models | Mar 10, 2025 | General KnowledgeImage Segmentation | —Unverified | 0 |
| 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 |
| SimCVD: Simple Contrastive Voxel-Wise Representation Distillation for Semi-Supervised Medical Image Segmentation | Aug 13, 2021 | Data AugmentationImage Generation | —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 |
| SSASS: Semi-Supervised Approach for Stenosis Segmentation | Nov 17, 2023 | Medical Image SegmentationPseudo Label | —Unverified | 0 |
| Synergy-Guided Regional Supervision of Pseudo Labels for Semi-Supervised Medical Image Segmentation | Nov 7, 2024 | Image SegmentationMedical Image Segmentation | —Unverified | 0 |
| Transformation Consistent Self-ensembling Model for Semi-supervised Medical Image Segmentation | Feb 28, 2019 | Image SegmentationLesion Segmentation | —Unverified | 0 |
| TransMedSeg: A Transferable Semantic Framework for Semi-Supervised Medical Image Segmentation | May 20, 2025 | Image SegmentationMedical Image Analysis | —Unverified | 0 |
| Uncertainty-Aware Deep Co-training for Semi-supervised Medical Image Segmentation | Nov 23, 2021 | 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 |
| Uncertainty-aware multi-view co-training for semi-supervised medical image segmentation and domain adaptation | Jun 28, 2020 | Domain AdaptationImage Segmentation | —Unverified | 0 |
| Uncertainty-Guided Mutual Consistency Learning for Semi-Supervised Medical Image Segmentation | Dec 5, 2021 | Brain Tumor SegmentationImage 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 |
| All-Around Real Label Supervision: Cyclic Prototype Consistency Learning for Semi-supervised Medical Image Segmentation | Sep 28, 2021 | AllBrain Tumor Segmentation | CodeCode Available | 0 |
| Pseudo Label-Guided Data Fusion and Output Consistency for Semi-Supervised Medical Image Segmentation | Nov 17, 2023 | DecoderImage Segmentation | CodeCode Available | 0 |
| Mine yOur owN Anatomy: Revisiting Medical Image Segmentation with Extremely Limited Labels | Sep 27, 2022 | AnatomyContrastive Learning | CodeCode Available | 0 |
| Manifold-Aware Local Feature Modeling for Semi-Supervised Medical Image Segmentation | Oct 14, 2024 | Boundary DetectionImage Segmentation | CodeCode Available | 0 |
| AdvMIM: Adversarial Masked Image Modeling for Semi-Supervised Medical Image Segmentation | Jun 25, 2025 | Image SegmentationMedical Image Segmentation | CodeCode Available | 0 |
| Learning Semi-Supervised Medical Image Segmentation from Spatial Registration | Sep 16, 2024 | Contrastive LearningImage Segmentation | CodeCode Available | 0 |
| SGTC: Semantic-Guided Triplet Co-training for Sparsely Annotated Semi-Supervised Medical Image Segmentation | Dec 20, 2024 | Auxiliary LearningImage Segmentation | CodeCode Available | 0 |
| Decoupled Competitive Framework for Semi-supervised Medical Image Segmentation | May 30, 2025 | Image SegmentationMedical Image 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 |
| A generic ensemble based deep convolutional neural network for semi-supervised medical image segmentation | Apr 16, 2020 | DecoderImage 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 |
| IDEAL: Improved DEnse locAL Contrastive Learning for Semi-Supervised Medical Image Segmentation | Oct 26, 2022 | Contrastive LearningImage Segmentation | CodeCode Available | 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 |
| SSS: Semi-Supervised SAM-2 with Efficient Prompting for Medical Imaging Segmentation | Jun 10, 2025 | Data AugmentationImage Segmentation | CodeCode Available | 0 |
| Exploring Feature Representation Learning for Semi-supervised Medical Image Segmentation | Nov 22, 2021 | Contrastive LearningImage Segmentation | CodeCode Available | 0 |
| Dual-Teacher Ensemble Models with Double-Copy-Paste for 3D Semi-Supervised Medical Image Segmentation | Oct 15, 2024 | DiversityImage Segmentation | CodeCode Available | 0 |
| Dual-scale Enhanced and Cross-generative Consistency Learning for Semi-supervised Medical Image Segmentation | Dec 26, 2023 | Image SegmentationMedical Image Segmentation | CodeCode Available | 0 |
| AstMatch: Adversarial Self-training Consistency Framework for Semi-Supervised Medical Image Segmentation | Jun 28, 2024 | Image SegmentationMedical Image Segmentation | CodeCode Available | 0 |
| Semi-supervised Medical Image Segmentation through Dual-task Consistency | Sep 9, 2020 | Image SegmentationMedical Image Segmentation | CodeCode Available | 0 |
| Semi-Supervised Medical Image Segmentation via Cross Teaching between CNN and Transformer | Dec 9, 2021 | Image SegmentationMedical Image Segmentation | CodeCode Available | 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 |
| Unleashing the Power of Intermediate Domains for Mixed Domain Semi-Supervised Medical Image Segmentation | May 30, 2025 | Domain AdaptationImage Segmentation | CodeCode Available | 0 |
| Semi-supervised Medical Image Segmentation via Query Distribution Consistency | Nov 21, 2023 | DecoderImage Segmentation | CodeCode Available | 0 |