| Inconsistency-aware Uncertainty Estimation for Semi-supervised Medical Image Segmentation | Oct 17, 2021 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 | 5 |
| Inconsistency Masks: Removing the Uncertainty from Input-Pseudo-Label Pairs | Jan 25, 2024 | Image SegmentationLesion Segmentation | CodeCode Available | 1 | 5 |
| Inherent Consistent Learning for Accurate Semi-supervised Medical Image Segmentation | Mar 24, 2023 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 | 5 |
| Consistency-guided Meta-Learning for Bootstrapping Semi-Supervised Medical Image Segmentation | Jul 21, 2023 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 | 5 |
| MagicNet: Semi-Supervised Multi-Organ Segmentation via Magic-Cube Partition and Recovery | Dec 29, 2022 | AnatomyData Augmentation | CodeCode Available | 1 | 5 |
| Alternate Diverse Teaching for Semi-supervised Medical Image Segmentation | Nov 29, 2023 | Data AugmentationImage Segmentation | CodeCode Available | 1 | 5 |
| Discrepancy Matters: Learning from Inconsistent Decoder Features for Consistent Semi-supervised Medical Image Segmentation | Sep 26, 2023 | DecoderImage Segmentation | CodeCode Available | 1 | 5 |
| Bayesian Pseudo Labels: Expectation Maximization for Robust and Efficient Semi-Supervised Segmentation | Aug 8, 2022 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 | 5 |
| All-Around Real Label Supervision: Cyclic Prototype Consistency Learning for Semi-supervised Medical Image Segmentation | Sep 28, 2021 | AllBrain Tumor Segmentation | CodeCode Available | 0 | 5 |
| Lagrange Duality and Compound Multi-Attention Transformer for Semi-Supervised Medical Image Segmentation | Sep 12, 2024 | Image SegmentationMedical Diagnosis | CodeCode Available | 0 | 5 |
| Semi-supervised Medical Image Segmentation through Dual-task Consistency | Sep 9, 2020 | Image SegmentationMedical Image Segmentation | CodeCode Available | 0 | 5 |
| Semi-Supervised Medical Image Segmentation via Cross Teaching between CNN and Transformer | Dec 9, 2021 | Image SegmentationMedical Image Segmentation | CodeCode Available | 0 | 5 |
| A generic ensemble based deep convolutional neural network for semi-supervised medical image segmentation | Apr 16, 2020 | DecoderImage Segmentation | CodeCode Available | 0 | 5 |
| Uncertainty-Guided Cross Attention Ensemble Mean Teacher for Semi-supervised Medical Image Segmentation | Dec 19, 2024 | Domain GeneralizationImage Segmentation | CodeCode Available | 0 | 5 |
| Semi-supervised Medical Image Segmentation via Query Distribution Consistency | Nov 21, 2023 | DecoderImage Segmentation | CodeCode Available | 0 | 5 |
| AstMatch: Adversarial Self-training Consistency Framework for Semi-Supervised Medical Image Segmentation | Jun 28, 2024 | Image SegmentationMedical Image Segmentation | CodeCode Available | 0 | 5 |
| Dual-Decoder Consistency via Pseudo-Labels Guided Data Augmentation for Semi-Supervised Medical Image Segmentation | Aug 31, 2023 | Data AugmentationDecoder | CodeCode Available | 0 | 5 |
| Dual-scale Enhanced and Cross-generative Consistency Learning for Semi-supervised Medical Image Segmentation | Dec 26, 2023 | Image SegmentationMedical Image Segmentation | CodeCode Available | 0 | 5 |
| SGTC: Semantic-Guided Triplet Co-training for Sparsely Annotated Semi-Supervised Medical Image Segmentation | Dec 20, 2024 | Auxiliary LearningImage Segmentation | CodeCode Available | 0 | 5 |
| Unleashing the Power of Intermediate Domains for Mixed Domain Semi-Supervised Medical Image Segmentation | May 30, 2025 | Domain AdaptationImage Segmentation | CodeCode Available | 0 | 5 |
| Pseudo Label-Guided Data Fusion and Output Consistency for Semi-Supervised Medical Image Segmentation | Nov 17, 2023 | DecoderImage Segmentation | CodeCode Available | 0 | 5 |
| WT-BCP: Wavelet Transform based Bidirectional Copy-Paste for Semi-Supervised Medical Image Segmentation | Apr 20, 2025 | Image SegmentationMedical Image Segmentation | CodeCode Available | 0 | 5 |
| Dual-Teacher Ensemble Models with Double-Copy-Paste for 3D Semi-Supervised Medical Image Segmentation | Oct 15, 2024 | DiversityImage Segmentation | CodeCode Available | 0 | 5 |
| SSS: Semi-Supervised SAM-2 with Efficient Prompting for Medical Imaging Segmentation | Jun 10, 2025 | Data AugmentationImage Segmentation | CodeCode Available | 0 | 5 |
| AdvMIM: Adversarial Masked Image Modeling for Semi-Supervised Medical Image Segmentation | Jun 25, 2025 | Image SegmentationMedical Image Segmentation | CodeCode Available | 0 | 5 |
| Striving for Simplicity: Simple Yet Effective Prior-Aware Pseudo-Labeling for Semi-Supervised Ultrasound Image Segmentation | Mar 18, 2025 | DecoderImage Segmentation | CodeCode Available | 0 | 5 |
| Exploring Feature Representation Learning for Semi-supervised Medical Image Segmentation | Nov 22, 2021 | Contrastive LearningImage Segmentation | CodeCode Available | 0 | 5 |
| IDEAL: Improved DEnse locAL Contrastive Learning for Semi-Supervised Medical Image Segmentation | Oct 26, 2022 | Contrastive LearningImage Segmentation | CodeCode Available | 0 | 5 |
| Learning Semi-Supervised Medical Image Segmentation from Spatial Registration | Sep 16, 2024 | Contrastive LearningImage Segmentation | CodeCode Available | 0 | 5 |
| Manifold-Aware Local Feature Modeling for Semi-Supervised Medical Image Segmentation | Oct 14, 2024 | Boundary DetectionImage Segmentation | CodeCode Available | 0 | 5 |
| Decoupled Competitive Framework for Semi-supervised Medical Image Segmentation | May 30, 2025 | Image SegmentationMedical Image Segmentation | CodeCode Available | 0 | 5 |
| Mine yOur owN Anatomy: Revisiting Medical Image Segmentation with Extremely Limited Labels | Sep 27, 2022 | AnatomyContrastive Learning | CodeCode Available | 0 | 5 |
| SimCVD: Simple Contrastive Voxel-Wise Representation Distillation for Semi-Supervised Medical Image Segmentation | Aug 13, 2021 | Data AugmentationImage Generation | —Unverified | 0 | 0 |
| Adaptive Mix for Semi-Supervised Medical Image Segmentation | Jul 31, 2024 | Image SegmentationMedical Image Segmentation | —Unverified | 0 | 0 |
| Addressing Class Imbalance in Semi-supervised Image Segmentation: A Study on Cardiac MRI | Aug 31, 2022 | Image SegmentationMedical Image Segmentation | —Unverified | 0 | 0 |
| Analysing the effectiveness of a generative model for semi-supervised medical image segmentation | Nov 3, 2022 | Decision MakingImage Segmentation | —Unverified | 0 | 0 |
| An Evidential-enhanced Tri-Branch Consistency Learning Method for Semi-supervised Medical Image Segmentation | Apr 10, 2024 | Image SegmentationMedical Image Analysis | —Unverified | 0 | 0 |
| Annotation Ambiguity Aware Semi-Supervised Medical Image Segmentation | Jan 1, 2025 | DecoderImage Segmentation | —Unverified | 0 | 0 |
| ATSO: Asynchronous Teacher-Student Optimization for Semi-Supervised Medical Image Segmentation | Jun 24, 2020 | Autonomous DrivingImage Segmentation | —Unverified | 0 | 0 |
| Mind the Context: Attention-Guided Weak-to-Strong Consistency for Enhanced Semi-Supervised Medical Image Segmentation | Oct 16, 2024 | DiagnosticImage Segmentation | —Unverified | 0 | 0 |
| Balancing Multi-Target Semi-Supervised Medical Image Segmentation with Collaborative Generalist and Specialists | Apr 1, 2025 | Image SegmentationMedical Image Segmentation | —Unverified | 0 | 0 |
| beta-FFT: Nonlinear Interpolation and Differentiated Training Strategies for Semi-Supervised Medical Image Segmentation | Jan 1, 2025 | DiversityImage Segmentation | —Unverified | 0 | 0 |
| Bidirectional Uncertainty-Aware Region Learning for Semi-Supervised Medical Image Segmentation | Feb 11, 2025 | Image SegmentationMedical Image Segmentation | —Unverified | 0 | 0 |
| Boosting Semi-Supervised Medical Image Segmentation via Masked Image Consistency and Discrepancy Learning | Mar 18, 2025 | DecoderDiversity | —Unverified | 0 | 0 |
| C^3PS: Context-aware Conditional Cross Pseudo Supervision for Semi-supervised Medical Image Segmentation | Jun 14, 2023 | Image SegmentationMedical Image Segmentation | —Unverified | 0 | 0 |
| CAD: Confidence-Aware Adaptive Displacement for Semi-Supervised Medical Image Segmentation | Feb 1, 2025 | Image SegmentationMedical Image Segmentation | —Unverified | 0 | 0 |
| Competitive Ensembling Teacher-Student Framework for Semi-Supervised Left Atrium MRI Segmentation | Oct 21, 2023 | Image SegmentationLeft Atrium Segmentation | —Unverified | 0 | 0 |
| Cross-adversarial local distribution regularization for semi-supervised medical image segmentation | Oct 2, 2023 | Image SegmentationMedical Image Segmentation | —Unverified | 0 | 0 |
| Cross-supervised Dual Classifiers for Semi-supervised Medical Image Segmentation | May 25, 2023 | Image SegmentationMedical Image Analysis | —Unverified | 0 | 0 |
| Diagonal Hierarchical Consistency Learning for Semi-supervised Medical Image Segmentation | Nov 10, 2023 | Image SegmentationMedical Image Segmentation | —Unverified | 0 | 0 |