Weakly Supervised Image Segmentation

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2 papers in the last four weeks, against 1 the four weeks before. 0.0% of all new papers.

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  1. RT-Super: Learning Tumor Segmentation from Longitudinal Images and Reports

    Sep 28, 2026Pedro R. A. S. Bassi, Wenxuan Li, Hanxue Gu +11Weakly Supervised Image SegmentationLongitudinal Medical Image Analysis

    Johns Hopkins University · Harvard Medical School · Massachusetts General Hospital +4

  2. Weakly supervised neural network: segmentation of complex structures in X-ray microCT

    Sep 7, 2026Daniele Rusconi, Michela Ascolese, Stephanie Fest-Santini +2Image SegmentationWeakly Supervised Image Segmentation

    Department of Engineering and Applied Sciences, University of Bergamo Viale Marconi 20, 24044 Dalmine, Italy · Department of Physics “G. Occhialini”, University of Milano-Bicocca Piazza della Scienza 3, 20126 Milan, Italy · INFN Milano-Bicocca Piazza della Scienza 3, 20126 Milan, Italy +2

  3. SePArate: Segmenting Patterns from Defects in Wafer Manufacturing Using Weak Supervision

    Aug 31, 2026Dain Kwon, Changmin Shin, Sunjong Park +5Weakly Supervised Image SegmentationSemiconductor Manufacturing

    Seoul National University · SK Hynix

  4. From Spatial Semantics to Temporal Context: Leveraging Gaze Trajectory for Weakly Supervised Medical Image Segmentation

    Jul 29, 2026Shaoxuan Wu, Xiao Zhang, Xiaodi Zhao +3Weakly Supervised Image SegmentationMedical Image Segmentation

    College of Computer Science, Northwest University, Xi’an, China

  5. Open-Ended CT Volume Segmentation with Weak Supervision from Language

    Jul 28, 2026Sanjay Subramanian, Junwei Yu, Zirui Wang +5Weakly Supervised Image SegmentationText-Guided Image Segmentation

    Department of Electrical Engineering and Computer Science, UC Berkeley · Voio · Department of Radiology and Biomedical Imaging, UC San Francisco +1

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

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

    Fuzhou University Fuzhou, China · Qingdao University Qingdao, China

  7. SADe: Sparse-Atom Support Decontamination for Few-Shot Segmentation with Weak Support Annotations

    Jul 27, 2026Hang Xing, Guangjun Liu, Yan Xia +1Weakly Supervised Image SegmentationFew-Shot Semantic Segmentation

    Wuxi Key Laboratory of Photovoltaic Equipment Advanced Manufacturing Technology, Wuxi, China · Wuxi Autowell Technology Co., Ltd., Wuxi, China · Wuxi Autowell Coshin Semiconductor Technology Co., Ltd., Wuxi, China

  8. Robust Activation Map Rectification for Weakly Supervised Volumetric Segmentation: Temporal Coherence as a Free Lunch

    Jul 22, 2026Renshu Gu, Jialiang Chen, Fei Gao +8Weakly Supervised Image SegmentationWeakly Supervised Semantic Segmentation

    School of Computer Science, Hangzhou Dianzi University, Hangzhou 310018, China · Hangzhou Institute of Technology, Xidian University, Hangzhou 311231, China · University of Yamanashi +3

  9. A Unified Variational Framework for Deep Weakly Supervised Image Segmentation

    Jul 22, 2026Yin King Chu, Lingfeng Li, Sung Ha Kang +2Image SegmentationWeakly Supervised Image Segmentation

    Department of Mathematics, The Hong Kong University of Science and Technology, Clear Water Bay, Kowloon, Hong Kong, China · Hetao Institute of Mathematics and Interdisciplinary Sciences, Shenzhen, Guangdong, China · School of Mathematics, Georgia Institute of Technology, Atlanta, GA, 30332, USA +2

  10. Weakly-Supervised RGB-D Salient Object Detection via SAM-driven Pseudo Annotation and State Space Interaction-based Diffusion

    Jul 16, 2026Wenqi Si, Gongyang Li, Shixiang Shi +1Weakly Supervised Image SegmentationSalient Object Detection

    School of Communication and Information Engineering, Shanghai University, Shanghai 200444, China · School of Computer Science and Engineering, Nanyang Technological University, Singapore 639798

  11. Toward Efficient Weakly Supervised Semantic Segmentation Using Only Low-Magnification Histopathological Images

    Jul 12, 2026Dung Minh Do, Nhat-Thanh Huynh, Duc Minh Huynh +2Weakly Supervised Image SegmentationHistopathology Image Segmentation

    University of Information Technology, Ho Chi Minh City, Vietnam · Vietnam National University Ho Chi Minh City, Ho Chi Minh City, Vietnam

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

    Jul 7, 2026Jun Wei, Xinchang Liu, Yu Liu +3Weakly Supervised Image SegmentationMedical Image Segmentation

    Guangdong Provincial Key Laboratory of Visual Media and Multidimensional Intelligence, CSSE, Shenzhen University, China · Institute of Computing Technology, Chinese Academy of Sciences, China

  13. C2RM-Seg: Causal Counterfactual Reasoning with Structural-Semantic Priors for Weakly Supervised Histopathological Tissue Segmentation

    Jun 24, 2026Hualong Zhang, Siyang Feng, Zihan Huan +4Computational PathologyWeakly Supervised Image Segmentation

    Guangxi Key Laboratory of Image and Graphic Intelligent Processing, Guilin University of Electronic Technology, Guilin 541004, China · International Joint Research Laboratory of Spatio-temporal Information and Intelligent Location Services, Guilin University of Electronic Technology, Guilin 541004, China · School of Computer Science and Information Security, Guilin University of Electronic Technology, Guilin 541004, China

  14. Single-Stage Hierarchical Rectification for Weakly Supervised Histopathology Segmentation

    Jun 18, 2026Duc T. Nguyen, Hoang-Long Nguyen, Thanh-Ha DO +1Computational PathologyWeakly Supervised Image Segmentation

    College of Engineering & Computer Science, VinUniversity, Hanoi, Vietnam · VinUni-Illinois Smart Health Center, VinUniversity, Hanoi, Vietnam · The Computer Vision and Medical AI Lab, VinUniversity, Hanoi, Vietnam +1

  15. LASA: A Weak Supervision Method for Open-Vocabulary Scene Sketch Semantic Segmentation

    Jun 10, 2026Liwen Yi, Xianlin Zhang, Yue Zhang +2Weakly Supervised Image SegmentationWeakly Supervised Semantic Segmentation

    Beijing University of Posts and Telecommunications Beijing, China

  16. TopoPult-SSL: Gland-Mask-Free Cross-Device Meibomian Gland Segmentation via Self-Distilled Weak Clinical Priors

    Jun 3, 2026Nicolò Savioli, Luca Del TongoWeakly Supervised Image SegmentationSemi-Supervised Medical Image Segmentation

    OdaxAI Research | odaxai.com · Topcon Group — VISIA Imaging S.R.L.

  17. Weakly Supervised Incremental Segmentation via Semantic Anchors and Spatial Arbitration

    Jun 2, 2026Zhonggai Wang, Kai Fang, Guangyu GaoClass-Incremental LearningWeakly Supervised Image Segmentation

    School of Computer Science and Technology, Beijing Institute of Technology, Beijing, China

  18. MORI-Seg: Learning Morphological Geometry for Instance Segmentation without Instance Annotations

    May 27, 2026Leiyue Zhao, Tianyu Shi, Daniel Reisenbuchler +12Image SegmentationWeakly Supervised Image Segmentation

    Southern University of Science and Technology, Shenzhen, Guangdong, 518055, China · Sichuan University, Chengdu, Sichuan, 610064, China · University of Regensburg, Regensburg, Bavaria, 93053, Germany +6

  19. Weakly Supervised Camouflaged Object Detection Based on the SAM Model and Mask Guidance

    May 25, 2026Xia Li, Xinran Liu, Lin Qi +1Weakly Supervised Image SegmentationWeakly Supervised Learning

    School of Computer Science and Technology, Ocean University of China, Qingdao 266100, China

  20. ImPartial: Multi-channel Whole-Cell Segmentation using Partial Annotations

    May 22, 2026Gunjan Shrivastava, Saad NadeemImage SegmentationWeakly Supervised Image Segmentation

    Memorial Sloan Kettering Cancer Center, New York NY 10065, USA

  21. Weakly Supervised Segmentation as Semantic-Based Regularization

    May 13, 2026Stefano Colamonaco, Andrei-Bogdan Florea, Jaron MaeneImage SegmentationWeakly Supervised Image Segmentation

    KU Leuven · Apixa

  22. Optimization in Sparse 2D to Dense 3D Weakly Supervised Learning: Application to Multi-Label Segmentation of Large ex vivo MRI Data

    May 12, 2026Paul Hoareau, Kuan Yi Wang, Brandon Bujak +6Weakly Supervised Image SegmentationWeakly Supervised Semantic Segmentation

    NeuroPoly Lab, Institute of Biomedical Engineering, Polytechnique Montreal, Montreal, QC, Canada · ´Ecole Centrale de Lyon, Lyon, France · Mila - Quebec AI Institute, Montreal, QC, Canada +9

  23. ZScribbleSeg: A comprehensive segmentation framework with modeling of efficient annotation and maximization of scribble supervision

    May 7, 2026Ke Zhang, Bomin Wang, Hangqi Zhou +1Image SegmentationWeakly Supervised Image Segmentation

    School of Data Science, Fudan University, Shanghai, 200433, China · Department of Electrical and Computer Engineering, Johns Hopkins University, Baltimore, USA

  24. DiCLIP: Diffusion Model Enhances CLIP's Dense Knowledge for Weakly Supervised Semantic Segmentation

    May 6, 2026Zhiwei Yang, Pengfei Song, Yucong Meng +3Vision-Language ModelsWeakly Supervised Image Segmentation

    Academy for Engineering and Technology, Fudan University, Shanghai 200433, China · Shandong Computer Science Center, China · Digital Medical Research Center, School of Basic Medical Science, Fudan University, and also with Shanghai Key Lab of Medical Image Computing and Computer Assisted Intervention, Shanghai 200032, China +1

  25. Learning to Segment using Summary Statistics and Weak Supervision

    May 4, 2026Omkar Kulkarni, Edward Raff, Tim OatesUltrasound Image SegmentationImage Segmentation

    University of Maryland, Baltimore County, Baltimore MD, USA · Crowdstrike, Austin TX, USA

  26. Semantic Segmentation for Histopathology using Learned Regularization based on Global Proportions

    Apr 27, 2026Yangping Li, Thomas Pinetz, Michael Hölzel +2Computational PathologyImage Segmentation

    Institute of Pathology, University Hospital Bonn, Sigmund-Freud-Str. 25, 53127 Bonn, Germany · Institute for Applied Mathematics, University of Bonn, Endenicher Allee 60, 53115 Bonn, Germany · Institute of Experimental Oncology, University Hospital Bonn, Sigmund-Freud-Str. 25, 53127 Bonn, Germany

  27. ModuSeg: Decoupling Object Discovery and Semantic Retrieval for Training-Free Weakly Supervised Segmentation

    Apr 8, 2026Qingze He, Fagui Liu, Dengke Zhang +2Weakly Supervised Image SegmentationWeakly Supervised Semantic Segmentation

    South China University of Technology, Guangzhou, China · Pengcheng Laboratory, Shenzhen, China

  28. Through the Looking Glass: A Dual Perspective on Weakly-Supervised Few-Shot Segmentation

    Aug 22, 2025Jiaqi Ma, Guo-Sen Xie, Fang Zhao +1Weakly Supervised Image SegmentationWeakly Supervised Semantic Segmentation

    School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing 210094, China · School of Intelligence Science and Technology, Nanjing University, Suzhou 215163, China

  29. SynSeg: Feature Synergy for Multi-Category Contrastive Learning in End-to-End Open-Vocabulary Semantic Segmentation

    Aug 8, 2025Weichen Zhang, Kebin Liu, Fan Dang +3Contrastive LearningWeakly Supervised Image Segmentation

    Tsinghua University, 100084, Beijing, China · Beijing Jiaotong University, 100044, Beijing, China

  30. Post-Disaster Affected Area Segmentation with a Vision Transformer (ViT)-based EVAP Model using Sentinel-2 and Formosat-5 Imagery

    Jul 21, 2025Yi-Shan Chu, Hsuan-Cheng WeiRemote Sensing Image UnderstandingWeakly Supervised Image Segmentation

    Department of Mathematical Science, National Chengchi University, Taipei, Taiwan · Division of Satellite Data Application, Taiwan Space Agency, Hsinchu, Taiwan · Institute of Statistical Science, Academia Sinica, Taipei, Taiwan