Semi-Supervised Medical Image Segmentation

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  1. CoDG-Net: Structure-Guided Style Diffusion and Collaborative Learning to Mitigate Catastrophic Forgetting in Medical Image Domain Generalization

    Oct 4, 2026Yucheng Song, Jincan Wang, Haokang Ding +3Semi-Supervised Medical Image Segmentation

  2. SegBanana: Steering Unified Multimodal Models into Medical Segmenters

    Sep 28, 2026Xiaoye Liang, Ye Yan, Mingze Yin +5Semi-Supervised Medical Image SegmentationMultimodal Model

  3. UnfoldCRF: Structured Mask Refinement with Image-Conditioned Latent Regions

    Sep 27, 2026Chunming He, Rihan Zhang, Lei Xu +5Neural Mask EstimationSemi-Supervised Medical Image Segmentation

  4. ConPro: Contrast Projection Pretraining for Label-Efficient Vessel Segmentation in DSA Sequences

    Sep 24, 2026Xinge Guo, Yuanhao Wang, Liqi Shu +2Vessel SegmentationCoronary Angiography

  5. Multimodal Routing and Region Refinement for Language-Guided Medical Image Segmentation

    Sep 24, 2026Md Maklachur Rahman, Md Hasan Al Banna, Saraf Anjum +2Semi-Supervised Medical Image SegmentationImage-Text Pairs

  6. LightMIS: Ultra-Lightweight Medical Image Segmentation Without a Stage-Wise Decoder

    Sep 23, 2026Andrei Arhire, Mihaela-Elena Breabăn, Radu TimofteSemi-Supervised Medical Image SegmentationU-Net

  7. FedMust: Semi-supervised Multi-task Student-Teacher Federated Learning for Multi-organ CT Segmentation

    Sep 21, 2026Ashkan Moradi, Bendik Skarre Abrahamsen, Mattijs ElschotSemi-Supervised Medical Image SegmentationMulti Organ Computed Tomography Segmentation

  8. G^2RA-NET: Graph-based Cross-Slice Relation Modeling with Attention Gating for Medical Image Segmentation

    Sep 17, 2026Shengye Wang, Zonglin Wu, Liang Fan +2Semi-Supervised Medical Image SegmentationVolume

  9. Open ultrasound foundation model for robust segmentation and clinical measurement across heterogeneous settings

    Sep 16, 2026Chao Qin, Fahad Shahbaz Khan, Salman Khan +4Clinical Ultrasound DatasetSemi-Supervised Medical Image Segmentation

  10. Beyond Accuracy: Uncertainty-Guided Boundary Refinement for Reliable Biomedical Image Segmentation

    Sep 14, 2026Anima KujurSemi-Supervised Medical Image SegmentationDelineation

  11. ThreshGuide: Class-Aware Labeled-Guided Thresholding for Semi-Supervised 3D Abdominal Multi-Organ Segmentation

    Sep 14, 2026Hongyu Liu, Yinlong Wang, Lusha Li +13D Medical Image SegmentationSemi-Supervised Medical Image Segmentation

  12. When Fusion Fails: Corruption-Aware Rebalanced Fusion for Multi-Modal Medical Image Segmentation

    Sep 9, 2026Yuchen Pei, Xiaoyu Hu, Yixiong Zou +5Semi-Supervised Medical Image SegmentationMultimodal Fusion

  13. Latent-to-Latent Flow for Volumetric Stochastic Segmentation

    Sep 7, 2026Omar Todd, Sooha Kim, Raghav Mehta +5Semi-Supervised Medical Image SegmentationLatent Flow

  14. Improving Clinical Target Volume Segmentation Accuracy using Anatomical Priors and Active Learning for the AGITG TOPGEAR Clinical Trial

    Sep 2, 2026Phillip Chlap, Mark Lee, Trevor Leong +11Semi-Supervised Medical Image SegmentationAnatomical Priors

  15. UI-VISA: U-Net Initialized Vascular Image Segmentation Architecture

    Sep 1, 2026Asees Kaur, Suzanne S. Sindi, Erica M. RutterVessel SegmentationCoronary Angiography

  16. GazeRefine: Expert Gaze as a Test-Time Prompt for Training-Free Medical Image Segmentation

    Sep 1, 2026Mohammed Oussama Benyahia, Marouane Tliba, Mohamed Amine Kerkouri +10Semi-Supervised Medical Image SegmentationPolyp Segmentation

  17. M-Net: Integrating Spectral Features and Physical Field Operators into Deep Learning for Medical Image Segmentation

    Aug 12, 2026Jing Zhu, Ye Wang, Fumin WangSemi-Supervised Medical Image SegmentationU-Net

  18. CoDiR: Confidence-Guided Diffusion Refinement for Semi-Supervised Histopathology Segmentation

    Aug 12, 2026Hoai Nhan Pham, Dang-Nguyen Bui, Le-Van Thai +7Semi-Supervised Medical Image SegmentationSemantic Segmentation

  19. KANResDiff: Learning Local Residual Diffusion via Kolmogorov-Arnold Network for Ambiguous Medical Image Segmentation

    Aug 12, 2026Fanding Li, Chenglin Wang, Xiangyu Li +9Semi-Supervised Medical Image SegmentationResidual Conditional Diffusion Model

  20. Dual-Domain Cross-Modal Decoding for Clinical Text-Guided Medical Image Segmentation

    Aug 11, 2026Md Maklachur Rahman, Tracy HammondSemi-Supervised Medical Image SegmentationMultimodal Clinical Data

  21. CoInS-Net: A Continuous Position-Aware Network for Joint Medical Image Interpolation and Segmentation

    Aug 10, 2026Yujia Sun, Ningfeng Que, Peiting Shi +4Semi-Supervised Medical Image SegmentationInterpolation

  22. BAP-MOS: Bandit-Based Adaptive Prompting for Boundary-Sensitive Multi-Organ Segmentation

    Aug 8, 2026Satvik Praveen, Shengji Jin, Ahmed Lamidi +2Semi-Supervised Medical Image SegmentationProstate Magnetic Resonance Imaging

  23. Bayesian adaptively-weighted ensembles for few-shot abdominal segmentation

    Aug 6, 2026Abbas Al-Sabbagh, Shalom F. Mushtaq, Tomás M. da Silva +7Few-Shot SegmentationSemi-Supervised Medical Image Segmentation

  24. DistMedVL: Distributional Vision-Language Alignment for Uncertainty-Aware Medical Image Segmentation

    Aug 6, 2026Jiaxuan Li, Qing Xu, Xiangjian He +4Vision-Language AlignmentSemi-Supervised Medical Image Segmentation

  25. DynoDINO: Harnessing Dynamic Latent Information from DINO Features for Multi-Phase Medical Image Segmentation

    Jul 31, 2026Yu-Pu Hsu, Jen-Jee Chen, Yu-Chee TsengSemi-Supervised Medical Image SegmentationCone-Beam Computed Tomography

  26. Leveraging Transfer Learning with Class-Specific Decoders for Laparoscopic Segmentation

    Jul 31, 2026Priya Tomar, Aditya Parikh, Christian Bauckhage +1Semi-Supervised Medical Image SegmentationTransfer Learning

  27. DualDiT: A Conditional Dual-Output Diffusion Transformer for Joint OCT Image and Segmentation Mask Generation

    Jul 31, 2026Fernando García-Torres, Rocío del Amor, Sandra Morales +4Medical Image GenerationOptical Coherence Tomography

  28. MIND: Multimodal Intent-Driven Network via Diffusion Transformers for Medical Image Fusion

    Jul 30, 2026Yunzhan Fu, Xiangyu Shen, Yifei Sun +3Visible Image FusionSemi-Supervised Medical Image Segmentation

  29. Step-Attention Refinement of DINOv3 Features for Efficient Anterior Eye Segmentation

    Jul 29, 2026Philippe Baumstimler, Jean-Mathieu Gagnon, Sébastien Gagné +3Vessel SegmentationSemi-Supervised Medical Image Segmentation

  30. Bi-Level Collaborative Learning for Few-Shot Scribble-Supervised Medical Image Segmentation

    Jul 28, 2026Xiang-Xiang Su, Yufan Ye, Yihang Zheng +2Semi-Supervised Medical Image Segmentation

  31. Unifying Active Learning and Semi-Supervised Learning for Medical Image Segmentation

    Jul 27, 2026Bahram Jafrasteh, Cheng Wan, Heejong Kim +2Semi-Supervised Medical Image SegmentationPool-Based Active Learning

  32. Superpixel-Based QUBO for Scalable Quantum-Enhanced Medical Image Segmentation

    Jul 27, 2026Mohammad Chalhoub, Mahdi Chehimi, Laia Domingo +3Quadratic Unconstrained Binary OptimizationQuantum Approximate Optimization Algorithm

  33. AdaKAN: A dual-branch adaptive Kolmogorov-Arnold network for medical image segmentation

    Jul 24, 2026Dalia Alzu'bi, Deep Bhattacharyya, Ali Ayub +1Semi-Supervised Medical Image SegmentationKolmogorov-Arnold Networks

  34. Active few-shot segmentation by reinforcing data selection

    Jul 24, 2026Chenlan Zhao, Benny Wong, Timothy F. Lundberg +8Few-Shot SegmentationSemi-Supervised Medical Image Segmentation

  35. Trustworthy Medical Segmentation: Uncertainty-Aware U-Net Evaluation Under Clinical Image Degradation

    Jul 22, 2026Pranav Kaliaperumal, Manisha KaliaperumalSemi-Supervised Medical Image SegmentationU-Net

  36. Memory-Supported Synergistic Adaptation for Training-Free Test-Time Medical Image Segmentation

    Jul 20, 2026Lingrui Li, Nan Pu, Dong Zhao +4Semi-Supervised Medical Image SegmentationStable Test-Time Adaptation

  37. Understanding From Human Perspective: A Multi-agent System for Interactive Egocentric Medical Image Segmentation

    Jul 19, 2026Rongjun Ge, Dongyang Wang, Heng Zhu +3Semi-Supervised Medical Image SegmentationMedical Visual Question Answering

  38. MIS-HCC: Hierarchical Channel Clustering for Efficient Medical Image Segmentation

    Jul 19, 2026Bo Zhao, Haoran Yu, Lifei Liu +5Semi-Supervised Medical Image SegmentationModern Deep Networks

  39. OFD-Net: Teacher-Free Reliable Semi-supervised Medical Image Segmentation with Orthogonal Feature Disentanglement Net of Foreground-Background

    Jul 18, 2026Shao-feng Jiang, Zhe-yang Jing, Qin Lu +4Semi-Supervised Medical Image SegmentationPseudo-Label Quality

  40. ViPSAM: Visual Prompting Medical Image Segmentation Using Segment Anything Model

    Jul 15, 2026San Lee, Nalee Kim, Jeong Il Yu +2Semi-Supervised Medical Image SegmentationSegment Anything Model

  41. SARFA: Segment Anything with Radiomic Feature Alignment

    Jul 14, 2026Tyler Ward, Abdullah ImranSemi-Supervised Medical Image SegmentationRadiomics

  42. Improving Medical Image Generative Models with Fréchet Distance Loss

    Jul 14, 2026Andrew Marshall, Xuanang Xu, Xiaoran Zhang +3Medical Image GenerationSemi-Supervised Medical Image Segmentation

  43. Active Learning for Efficient Annotation of Surgical Videos with Weak Supervision

    Jul 14, 2026Manasa Dendukuri, Matjaz Jogan, Daniel A. Hashimoto +1Surgical VideosVideo Object Segmentation

  44. UniMedSeg: Unified In-Context Learning for Multi-Paradigm 2D/3D Medical Image Segmentation

    Jul 14, 2026Yunzhou Li, Jiesi Hu, Yanwu Yang +5Semi-Supervised Medical Image SegmentationIn-Context Learning

  45. Medical Image Segmentation based on Deep Active Contour and Mean Curvature Loss Function

    Jul 14, 2026Xiao-qiang Zhai, Zhi-feng Pang, Peng Zheng +2Semi-Supervised Medical Image SegmentationContours

  46. Decoupling Language Guidance from Backbones for Text-Guided Medical Segmentation

    Jul 10, 2026Yungeng Liu, Xuanzi Fang, Haijin Zeng +2Semi-Supervised Medical Image SegmentationVision Encoders

  47. VCDP: Variation-Conditioned Distributional Proxy Learning for Semi-Supervised Medical Image Segmentation

    Jul 8, 2026Zimu Zhang, Yiheng Zhong, Zhuoru Zhang +43D Medical Image SegmentationSemi-Supervised Medical Image Segmentation

  48. An Edge-aware Prompt-enhanced SAM for Ultrasound Image Segmentation

    Jul 8, 2026Wenhao Li, Fangyi Liu, Bo DuUltrasoundSemi-Supervised Medical Image Segmentation

  49. SHTA: Semantic Hard Token Correction and Center Alignment for Semi-Supervised Medical Image Segmentation

    Jul 8, 2026Zhuoru Zhang, Yiheng Zhong, Zimu Zhang +1Semi-Supervised Medical Image Segmentation

  50. OBBSeg: Irregular Lesion Segmentation under Oriented Bounding Box Annotations

    Jul 7, 2026Jun Wei, Xinchang Liu, Yu Liu +3Semi-Supervised Medical Image SegmentationLesion Segmentation

  51. Displacement Preserving Relational Distillation for Robust Medical Segmentation

    Jul 6, 2026Zhicheng Ding, Xinyu Chu, Jung Im Choi +53D Medical Image SegmentationSemi-Supervised Medical Image Segmentation