| An Embarrassingly Simple Consistency Regularization Method for Semi-Supervised Medical Image Segmentation | Feb 1, 2022 | 3D Medical Imaging SegmentationImage Segmentation | CodeCode Available | 1 |
| MisMatch: Calibrated Segmentation via Consistency on Differential Morphological Feature Perturbations with Limited Labels | Oct 23, 2021 | Decoderimage-classification | CodeCode Available | 1 |
| Inconsistency-aware Uncertainty Estimation for Semi-supervised Medical Image Segmentation | Oct 17, 2021 | 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 |
| Duo-SegNet: Adversarial Dual-Views for Semi-Supervised Medical Image Segmentation | Aug 25, 2021 | Image SegmentationMedical Image 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 |
| Dual-Task Mutual Learning for Semi-Supervised Medical Image Segmentation | Mar 8, 2021 | 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 |
| 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 |
| 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 |
| 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 |
| Semi-KAN: KAN Provides an Effective Representation for Semi-Supervised Learning in Medical Image Segmentation | Mar 19, 2025 | Image SegmentationKolmogorov-Arnold Networks | —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 |
| Boosting Semi-Supervised Medical Image Segmentation via Masked Image Consistency and Discrepancy Learning | Mar 18, 2025 | DecoderDiversity | —Unverified | 0 |
| 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 |
