Polyp Segmentation

Latest papers 26

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  1. From Image Latent Space to Fuzzy Rules: Interpretable Analysis of Gastrointestinal Foundation Model

    Sep 30, 2026Michael D. Vasilakakis, Dimitris K. IakovidisFoundation ModelMedical World Model

  2. ERCPMP-Gx: Endoscopic Image and Video Dataset for Morphological, Histopathological, and Genomic Characterization of Colorectal Polyposis

    Sep 17, 2026Zahra Ghaffari, Massih Bahar, Mojgan Forootan +2Polyp SegmentationColorectal Cancer

  3. Beyond the Foreground: FOV-Aware Polyp Image Synthesis via Lesion-Guided Adaptive Mucosal Context Propagation

    Sep 17, 2026Tong Wang, Yuting He, Bin Ren +2Polyp SegmentationMedical Image Generation

  4. Cross-Model Agreement as a Deployment-Time Reliability Signal for Automatic Polyp Segmentation

    Sep 9, 2026Siddharth Gupta, Jitin SinglaPolyp SegmentationRoc-Auc

  5. WSPolypNet: Weakly Supervised Polyp Localization in Colonoscopy Videos

    Sep 8, 2026Giseong Hwang, Minjae Jo, Yeonghyeon Park +9Polyp SegmentationColonoscopy

  6. 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

  7. PolypVision: A Three-Stage Hierarchical Deep Learning Framework for Classification and Segmentation of Colorectal Polyps

    Aug 11, 2026Hamidreza Bolhasani, Hamidreza Rastad, Amir Mohammad Akbari +4Polyp SegmentationColorectal Cancer

  8. Performance of large language models in the optical diagnosis of colorectal polyps

    Jul 31, 2026Joshua C. Vences, William T. Tran, Nikko Gimpaya +15Polyp SegmentationCancer Detection

  9. Towards Grounded GI Endoscopy VQA via Multi-Task Learning on Small VLMs

    Jul 29, 2026Itbaan Safwan, Ramail Khan, Muhammad Annas Shaikh +1ColonoscopyRecent Vision-Language Models

  10. QFedPolyp: A Communication- and Inference-Efficient Federated Learning Framework for Polyp Segmentation

    Jul 23, 2026Madan Baduwal, Priyanka PaudelPolyp SegmentationFederated Learning

  11. Induce to Empower: Improving Lightweight Baselines via Foundation Model Induction for Generalized Polyp Segmentation

    Jul 19, 2026Shivanshu Agnihotri, Snehashis Majhi, Deepak Ranjan Nayak +2Polyp SegmentationFoundation Model

  12. Metrics or Mirage? An Audit of Evaluation Inconsistencies in Colonoscopy Polyp Segmentation Benchmarks

    Jul 9, 2026Aisha Urooj, Zain Ul Abdien, Neelu MadanPolyp SegmentationClinical

  13. Lightweight Polyp Segmentation via a Gain-Aware Prediction-Space Recursive Controller

    Jul 3, 2026Jiachi Zhang, Zhuoyu Wu, Quanjun Wang +2Polyp SegmentationPer-Node Correction

  14. RIGS-Refiner: Risk-Guided Recursive Refinement in Prediction Space for Colonoscopy Polyp Segmentation

    Jul 3, 2026Jiachi Zhang, Zhuoyu Wu, Wenqi FangPolyp SegmentationRefinement

  15. Predicting High-Risk Colorectal Polyps in African Americans Using Pre-Colonoscopy Clinical Features: Machine Learning Model Development and Temporal Validation

    Jun 19, 2026Basheer Qolomany, Mrinalini Deverapall, Adeyinka Laiyemo +5Polyp SegmentationRisk Stratification

  16. ARTEMIS: Agent-guided Reliability-aware Temporal Mask Evolution for Imperfectly Supervised Video Polyp Segmentation

    Jun 18, 2026Tong Wang, Siwen Wang, Yaolei Qi +4Video Object SegmentationPolyp Segmentation

  17. Polyp-D2ATL: Deep Domain-Adaptive Transfer Learning for Colorectal Polyp Classification under Label Distribution Shift

    Jun 12, 2026Sajad Jabarzadeh Ghandilu, Maryam Sadat Hosseini Azad, Shahriar Baradaran Shokouhi +1Polyp SegmentationCancer Detection

  18. ST-ColoNet: Spatio-Temporal Colon Segment Recognition via Hybrid Attention and Edge-Guided Feature Learning

    May 27, 2026Crystal Cai, Ziyi Wang, Zhengjie Zhang +3Polyp SegmentationColonoscopy

  19. Understanding Model Behavior in Monocular Polyp Sizing

    May 19, 2026Xinqi Xiong, Andrea Dunn Beltran, Junmyeong Choi +3Polyp SegmentationColonoscopy

  20. DepthPolyp: Pseudo-Depth Guided Lightweight Segmentation for Real-Time Colonoscopy

    May 15, 2026Zhuoyu Wu, Wenhui Ou, Lexi Zhang +5Polyp SegmentationColonoscopy

  21. Contrastive Learning under Noisy Temporal Self-Supervision for Colonoscopy Videos

    May 12, 2026Luca Parolari, Pietro Gori, Lamberto Ballan +2Polyp SegmentationColonoscopy

  22. Medical Imaging Classification with Cold-Atom Reservoir Computing using Auto-Encoders and Surrogate-Driven Training

    May 7, 2026Nuno Batista, Ana Morgado, Oscar Ferraz +3Hybrid Quantum-Classical PipelineReservoir Computing

  23. Sharpening Lightweight Models for Generalized Polyp Segmentation: A Boundary Guided Distillation from Foundation Models

    Apr 20, 2026Shivanshu Agnihotri, Snehashis Majhi, Deepak Ranjan NayakPolyp SegmentationRecent Vision Foundation Models

  24. ASGNet: Adaptive Spectrum Guidance Network for Automatic Polyp Segmentation

    Apr 16, 2026Yanguang Sun, Hengmin Zhang, Jianjun Qian +2Polyp SegmentationColonoscopy

  25. Colon-Bench: An Agentic Workflow for Scalable Dense Lesion Annotation in Full-Procedure Colonoscopy Videos

    Mar 26, 2026Abdullah Hamdi, Changchun Yang, Xin GaoPolyp SegmentationColonoscopy

  26. LAW & ORDER: Adaptive Spatial Weighting for Medical Diffusion and Segmentation

    Mar 5, 2026Anugunj Naman, Ayushman Singh, Gaibo Zhang +1Semi-Supervised Medical Image SegmentationPolyp Segmentation