Whole-Slide Images

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  1. Nonparametric Distribution Matching for Self-Supervised Whole-Slide Image Condensation

    Sep 30, 2026Duong M. Nguyen, Trong Nghia Hoang, Hang Thi Nguyen +3Whole-Slide ImagesDigital Pathology

    University of Illinois Urbana-Champaign · Washington State University · Hanoi Medical University +2

  2. What Makes High-Magnification Knowledge Transferable? A Study of Cross-Resolution Distillation in Whole-Slide Imaging

    Sep 29, 2026Zhiyuan Yang, Jiahao Cheng, Mahdi S. HosseiniWhole-Slide ImagesCross-Task Knowledge Transfer

    Department of Computer Science and Software Engineering (CSSE) Concordia University Montreal, Canada · Department of Computer Science and Software Engineering (CSSE) Concordia University Montreal, Canada Mila – Quebec AI Institute Montreal, Canada

  3. Role-Guided MOE for Encoder-Level Pathology Representation Learning in WSI Classification

    Sep 28, 2026Xinyu Ma, Xing Yang, Hongtao Jin +4Pathology Foundation ModelsComputational Pathology

    Artificial Intelligence Research Institute, Shenzhen MSU-BIT University, Shenzhen 518172, China · Shenzhen People’s Hospital, Shenzhen 518020, China

  4. Modeling Whole-Slide Images as Dynamic Tumor Microenvironment Fields

    Sep 28, 2026Lei Wu, Jiashuai Liu, Di Zhang +9Whole-Slide ImagesMultiple Instance Learning

    School of Computer Science and Technology, Xi’an Jiaotong University · University of Cambridge · Institute of Intelligent Medicine, Chinese Academy of Medical Sciences

  5. SLICEChat: Progressive In-Encoder Token Pruning for Whole-Slide Pathology Language Models

    Sep 21, 2026Ali Kerem Bozkurt, Baris Cem Bakay, Ibrahim Kulac +3Whole-Slide ImagesPathology Foundation Models

    Kocı University, Department of Computer Engineering · Kocı University, Department of Pathology · Hacettepe University, Department of Artificial Intelligence and Data Engineering

  6. Patch-to-Global: Random Patch Diffusion for Globally Consistent Megapixel Artifact Inpainting in Whole Slide Images

    Sep 21, 2026Hyeseong Lee, Eunsu Kim, D M Bappy +6Whole-Slide ImagesDigital Pathology

    Department of Biomedical Informatics, Korea University College of Medicine, Seoul, Korea · Department of Pathology, Korea University Anam Hospital, College of Medicine, Korea University, Seoul, Korea · Seegene Medical Foundation, Seoul, Korea +3

  7. Seamless Whole Slide Label-Free Virtual Staining

    Sep 11, 2026Dou Hoon Kwark, Kianoush Falahkheirkhah, Ji-hun Oh +3Whole-Slide ImagesContinuum

    University of Illinois Urbana-Champaign, Urbana, IL, USA · National Center for Supercomputing Applications, Urbana, IL, USA

  8. Semantic-Aware Subgraph State Space Model for WSI Classification in Histopathology

    Sep 3, 2026Feixing Chen, Hao Lu, Lin Luo +1Whole-Slide ImagesDigital Pathology

    National College for Excellent Engineers Beihang University Beijing, P.R.C. 100191 · School of Biological Science and Medical Engineering Beihang University Beijing, P.R.C. 100191 · College of Engineering Peking University Beijing, P.R.C. 100871

  9. Morphology signal in whole slide image foundation models can automatically triage slides

    Sep 2, 2026Ayushi Sinha, Shashank Yadav, Benjamin Holmes +9Whole-Slide ImagesBiomarker

    Department of Radiology, Mayo Clinic, Rochester MN · Department of Radiation Oncology, Mayo Clinic, Rochester MN · AI Program, Mayo Clinic, Rochester MN +4

  10. Benchmarking Vision-Language Models for Automated Pathology Diagnosis and Report Generation

    Sep 1, 2026Yumi Lee, Harim Oh, Hyoryung Kim +52Medical Vision-Language ModelsWhole-Slide Images

  11. SlideMix: Enhancing Whole Slide Image Analysis via Multimodal Shuffling

    Aug 31, 2026Chad Wong, Sicheng Chen, Tianyi Zhang +4Whole-Slide ImagesMultiple Instance Learning

    1Nhu Department of Electrical Engineering and Computer Science, University of California, Irvine · Department of Electrical & Computer Engineering, National University of Singapore · 3PuzzleLogic Pte Ltd, Singapore 229594, Singapore

  12. SlideBank: A Persistent Hierarchical Evidence Bank for Consistent Whole-Slide Reasoning

    Aug 31, 2026Beidi Zhao, Gexin Huang, Ciro Zhang +6Whole-Slide Images

    University of British Columbia · Vector Institute · Harvard University +3

  13. Reliable Benchmarking of Artifact Detection in Computational Pathology: A Reproducibility and Uncertainty Analysis

    Aug 31, 2026Konstantinos Moutselos, Ilias MaglogiannisWhole-Slide ImagesComputational Pathology

    Department of Digital Systems, University of Piraeus, Piraeus, Greece

  14. Whole-Slide Image Analysis under Realistic Few-Shot Annotation Protocols

    Aug 31, 2026Tiffanie Godelaine, Maxime Zanella, Karim El Khoury +2Whole-Slide ImagesFew-Shot Learning

    Institute of Information and Communication Technologies, Electronics, and Applied Mathematics (ICTEAM), Université catholique de Louvain (UCLouvain), 1348 Louvain-la-Neuve, Belgium

  15. Agentic Visual Reasoning in Whole-Slide Pathology Images via Active Perception

    Aug 9, 2026Jingyun Chen, Fengchun Liu, Linghan Cai +5Whole-Slide ImagesMultiple Instance Learning

    College of Computer Science and Technology, Harbin Institute of Technology, Shenzhen · School of Computing and Data Science, The University of Hong Kong

  16. Gated Spatial Redundancy Projection for Pathology Transformer Attentions

    Aug 8, 2026Zhiyuan Yang, Jiahao Cheng, Vincent Quoc-Huy Trinh +1Computational PathologyWhole-Slide Images

    Department of Computer Science and Software Engineering (CSSE), Concordia University, Montreal, Canada · Axe Cancer, Centre de recherche du CHUM, Université de Montréal, Montréal, Canada · Mila - Quebec AI Institute, Montreal, Canada

  17. Beyond Relevance: Bayesian Evidence Acquisition for Agentic Whole-Slide Image Reasoning

    Aug 6, 2026Bryan Wong, Xun Xu, Huazhu Fu +2Whole-Slide ImagesComputational Pathology

    1Korea Advanced Institute of Science and Technology (KAIST) · Institute of Advanced Intelligence and Computing (IAIC), A*STAR · Centre for Frontier AI Research (CFAR), A*STAR

  18. Bag-of-Visual-Words for Spatial Mapping of Lung Adenocarcinoma Growth Patterns

    Aug 5, 2026Darya Ardan, Valentin Oreiller, Henning MüllerTumorWhole-Slide Images

    Department of Computer Science, University of Geneva, Geneva, Switzerland · Informatics Institute, University of Applied Sciences Western Switzerland (HES-SO Valais), Sierre, Switzerland · Radiology Service, Medical Faculty, University of Geneva, Geneva, Switzerland

  19. From Multi-Resolution Cells to Gigapixel Whole Slide Images Foundation Model for Computational Pathology

    Aug 4, 2026Basit Alawode, Moshira Ali Abdalla, Dwarikanath Mahapatra +2Whole-Slide ImagesComputational Pathology

    Khalifa University of Science and Technology, UAE · University of Western Australia, Australia

  20. Training-Free Out-of-Distribution Detection for Pathology Whole-Slide Images

    Aug 2, 2026Sabri Mustafa Kahya, Richard R. Chen, Muhammet Sami Yavuz +4Computational PathologyWhole-Slide Images

  21. From Patches to Evidence Balls: Class-Conditioned Evidence Retrieval for Few-Shot Whole Slide Image Classification

    Aug 2, 2026Di Zhang, Li Zhang, Jiashuai Liu +9Whole-Slide ImagesFew-Shot Learning

    XJTU · JUFE · University of Cambridge +1

  22. Zero-Cost Virtual RNA: Approximating Immunotherapy Signatures via Cross-Modal WSI Retrieval

    Aug 1, 2026Sigrid Vila-Bagaria, Mar Teixidó, Miquel Piñol +3TranscriptomicsBiomarker

    Image Processing Group, Universitat Politècnica de Catalunya, Spain · Research group of Cancer Biomarkers & Oncological Pathology, IRB Lleida, Spain

  23. Pathologist Attention-Aligned Report Generation for Prostate Histopathology

    Jul 21, 2026Ruoyu Xue, Suryakant Singh, Souradeep Chakraborty +12Radiology Report GenerationWhole-Slide Images

    Department of Computer Science, Stony Brook University, USA · Department of Biomedical Informatics, Stony Brook University, USA · Université Paris-Saclay, CentraleSupélec, Gustave Roussy, INSERM, IHU PRISM, Cancer Data Science Unit, France +4

  24. PathAgentBench: Benchmarking Evidence-Seeking Vision-Language Models on Whole-Slide Pathology Image

    Jul 21, 2026Dankai Liao, Tianyi Zhang, Yufeng Wu +6Whole-Slide ImagesPathology Foundation Models

    Department of Biomedical Engineering, National University of Singapore, Singapore 117417, Singapore

  25. GigaPath-Flash and GigaTIME-Flash: Efficient Pathology Foundation Models for Whole-Slide and Tumor Microenvironment Analysis

    Jul 20, 2026Naoto Usuyama, Jeya Maria Jose Valanarasu, Sicong Yao +27Pathology Foundation ModelsWhole-Slide Images

    Microsoft Research · Paul G. Allen School of Computer Science and Engineering, University of Washington · Providence Genomics +2

  26. Pretraining Multiple Instance Learning Networks with Multi-Teacher Distillation from Pathology Slide Foundation Models

    Jul 16, 2026Mingxi Fu, Jiawen Li, Renao Yan +4Multiple Instance LearningWhole-Slide Images

    Tsinghua Shenzhen International Graduate School, Tsinghua University · University of Washington · City University of Hong Kong (Dongguan) +2

  27. CGRL: Concept-Guided Pruning and Representation Learning for Whole-Slide Image Classification

    Jul 14, 2026Thuc Huynh, Tuan Le, Doanh C. BuiWhole-Slide ImagesComputational Pathology

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

  28. Auditing Data Leakage in Whole-Slide Image Multimodal Benchmarks

    Jul 14, 2026Wenhao Zhang, Zhongliang Zhou, John Kang +1Whole-Slide ImagesComputational Pathology

    University of Virginia · Merck & Co., Inc.

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

    Jul 12, 2026Dung Minh Do, Nhat-Thanh Huynh, Duc Minh Huynh +2Whole-Slide ImagesPixel-Level Annotation

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

  30. Multi-Teacher Contrastive Distillation for Edge-Efficient Pathology Foundation Models

    Jul 6, 2026Tim Lenz, Maurice Heide, Marco Gustav +2Pathology Foundation ModelsWhole-Slide Images

    EKFZ for Digital Health, TU Dresden, Dresden, Germany · Pathology, University of Augsburg, Augsburg, Germany · Bavarian Cancer Research Center (BZKF), Augsburg, Germany +3

  31. MergeSurv: Merging-Based Continual Learning for Survival Analysis on Whole-Slide Images

    Jul 6, 2026Vu Minh Tran, Doanh C. Bui, Maï K. Nguyen +1Whole-Slide ImagesComputational Pathology

    University of Information Technology · 2Viet Nam National University Ho Chi Minh City · 3ETIS (UMR 8051), CY Cergy Paris University, ENSEA, CNRS, France

  32. Paired Uterine Whole-Slide Images and Pathology Reports for Multimodal Computational Pathology

    Jul 4, 2026Han Li, Jingsong Liu, Ayako Ura +14Computational PathologyWhole-Slide Images

    Institute of Pathology, Technical University of Munich, Munich, Germany · 2Computer Aided Medical Procedures (CAMP), Technical University of Munich, Munich, Germany · 6Munich Center for Machine Learning (MCML), Munich, Germany +4

  33. TaxoMIL: Taxonomy-Constrained Learning for Hierarchical Whole Slide Image Analysis

    Jun 30, 2026Chaeyeon Lee, Khang Nguyen Quoc, Jinsol Song +3Whole-Slide ImagesComputational Pathology

    School of Electrical Engineering, Korea University, Seoul, Republic of Korea · Department of Hospital Pathology, The Catholic University of Korea College of Medicine, Seoul, Republic of Korea

  34. Uncertainty Estimation in Pathology Foundation Models via Deep Mutual Learning

    Jun 29, 2026Gbègninougbo Aurel Davy Tchokponhoue, Sevda Öğüt, Ali Idri +2Pathology Foundation ModelsWhole-Slide Images

    EPFL, Lausanne, Switzerland · UM5, Rabat, Morocco

  35. CellDETR: A Detection-Guided Framework for Scalable Cell Representation Learning from Histopathology Images

    Jun 28, 2026Shikang Zhang, Guojun Li, Yicong Mao +1Digital PathologyWhole-Slide Images

    Zhejiang University of Technology · Tianjin University · Hangzhou Institute of Medicine, Chinese Academy of Sciences

  36. Reducing Redundancy in Whole-Slide Image Patching for Scalable Indexing and Retrieval

    Jun 23, 2026Jialiang Geng, Ghazal Alabtah, Saghir Alfasly +2Whole-Slide ImagesComposed Image Retrieval

    KIMIA Lab, Dept. of Artificial Intelligence & Informatics, Mayo Clinic, Rochester, MN, USA

  37. Semantic-Anchored Evidential Fusion for Domain-Robust Whole-Slide Survival Analysis

    Jun 18, 2026Yucheng Xing, Ling Huang, Pei Liu +4Whole-Slide ImagesPathology Foundation Models

    National University of Singapore, Singapore · Imperial College London, London, UK · Hunan University, Changsha, China

  38. RaLMPH: Reliability-aware Learning for Multi-Pathologist Harmonization in Whole-Slide Image Classification

    Jun 14, 2026Sungrae Hong, Jiwon Jeong, Soeun Cheon +5Multiple Instance LearningWhole-Slide Images

    Korea Advanced Institute of Science and Technology, Daejeon, South Korea · Seegene Medical Foundation, Seoul, South Korea

  39. Learnable Token Sparsification for Efficient Gigapixel Whole Slide Image Reasoning

    Jun 7, 2026Jingzhi Chen, Landi He, Zhuo Chen +2Whole-Slide ImagesGraph Edge Sparsification

    Shenzhen University of Advanced Technology

  40. LRMIL: Efficient Low-Resolution Multiple Instance Learning via High-Resolution Knowledge Distillation for Whole Slide Image Classification

    Jun 5, 2026Yonghan Shin, Won-Ki JeongWhole-Slide ImagesMultiple Instance Learning

    Department of Computer Science and Engineering, Korea University, Seoul, Korea

  41. Simple Token-Efficient Vision-Language Model for Case-level Pathology Synoptic Report Generation

    May 29, 2026Zhiyuan Yang, Jiahao Cheng, Vincent Quoc-Huy Trinh +1Whole-Slide Images

    Department of Computer Science and Software Engineering (CSSE), Concordia University, Montreal, Canada · Axe Cancer, Centre de recherche du CHUM, Université de Montréal, Montreal, Canada · Institut de recherche en immunologie et cancérologie (IRIC), Université de Montréal

  42. Aligning Cellular Sheaves with Classifier Attention for Interpretable Weakly-Supervised Pathology Localization

    May 24, 2026Devansh Lalwani, Swapnil Bhat, Maulik ShahWhole-Slide ImagesMultiple Instance Learning

    Turocrates AI Private Limited, Mumbai, India

  43. CRISP -- Clustering-Based Redundancy-Reduced Instance Sampling for Pathology Case Representation and Retrieval

    May 22, 2026Zahra Rahimi Afzal, Wataru Uegami, Saghir Alfasly +6Whole-Slide ImagesMultiple Instance Learning

    Kimia Lab, Department of Artificial Intelligence & Informatics, Mayo Clinic, Rochester, MN, USA · DICE Lab, Department of Electrical and Computer Engineering, University of Illinois Chicago, IL, USA · Division of Computational Pathology and Informatics, Mayo Clinic, Rochester, MN, USA +4

  44. PathNavigate: A Training-Free Pathology Agent with Surprise-Guided Scan and Shared Slide Memory for Whole-Slide Image VQA

    May 22, 2026Chunze Yang, Qidong Liu, Wenjie Zhao +10Whole-Slide ImagesNavigation

    School of Comp. Science & Technology, Xi’an Jiaotong University · Tencent Jarvis Lab · University of Cambridge

  45. Thinking in Scales: Accelerating Gigapixel Pathology Image Analysis via Adaptive Continuous Reasoning

    May 19, 2026Jiusong Ge, Yingkang Zhan, Wenjie Zhao +13Whole-Slide ImagesPathology Foundation Models

    School of Computer Science and Technology, Xi’an Jiao-tong University, Xi’an, China · Department of Transmedia Art, Xi’an Academy of Fine Arts, Xi’an, China · Language Technology Lab, University of Cambridge, Cambridge, U.K. +3

  46. Deep learning-based compression of giga-resolution whole slide images

    May 17, 2026Maren Høibø, Etienne Gaucher, Ingerid Reinertsen +2Whole-Slide ImagesLearned Image Compression

    Department of Clinical and Molecular Medicine, Norwegian University of Science and Technology (NTNU), NO-7491 Trondheim, Norway · Department of Health Research, SINTEF Digital, NO-7465 Trondheim, Norway · Department of Circulation and Medical Imaging, Norwegian University of Science and Technology (NTNU), NO-7491 Trondheim, Norway +1

  47. GCE-MIL: Faithful and Recoverable Evidence for Multiple Instance Learning in Whole-Slide Imaging

    May 17, 2026Xiangyu Li, Ran SuMultiple Instance LearningWhole-Slide Images

    College of Intelligence and Computing Tianjin University

  48. Spatial Blindness in Whole-Slide Multiple Instance Learning

    May 17, 2026Xiangyu Li, Ran SuWhole-Slide ImagesMultiple Instance Learning

    College of Intelligence and Computing Tianjin University Tianjin, China

  49. FedStain: Modeling Higher-Order Stain Statistics for Federated Domain Generalization in Computational Pathology

    May 14, 2026Fengyi Zhang, Junya Zhang, Wenzhuo SunFederated LearningComputational Pathology

    School of Electronic Science and Technology, Hainan University, Haikou, China, 570228 · School of Computer Science and Technology, Xidian University, Xi’an, China, 710126 · Xiangjiang College of Elite Engineers, Hunan University, Changsha, China, 410082

  50. Geometry-Aware State Space Model: A New Paradigm for Whole-Slide Image Representation

    May 6, 2026Enhui Chai, Sicheng Chen, Tianyi Zhang +4Whole-Slide ImagesDigital Pathology

    PuzzleLogic Pte Ltd, Singapore 229594, Singapore · Nhu Department of Electrical Engineering and Computer Science, University of California, Irvine · Department of Electrical & Computer Engineering, National University of Singapore

  51. Semantic Context-aware mOdality fUsion Transformer (SCOUT): A Context-Aware Multimodal Transformer for Concept-Grounded Pathology Report Generation

    May 1, 2026Suryakant Singh, Saarthak Kapse, Joel Saltz +1Computational PathologyWhole-Slide Images

    Stony Brook University

  52. Federated Distillation for Whole Slide Image via Gaussian-Mixture Feature Alignment and Curriculum Integration

    May 1, 2026Luru Jing, Cong Cong, Yanyuan Chen +1Federated LearningWhole-Slide Images

    School of Computer Science, Peking University, Beijing, China · Center for Health Informatics, Australian Institute of Health Innovation, Macquarie University, Sydney, NSW 2113, Australia · School of Data Science, University of Virginia, Charlottesville, VA, USA.

  53. Validation of Whole-Slide Foundation Models for Image Retrieval in TCGA Data

    Apr 28, 2026Tianhao Lei, Parsa Esmaeilkhani, Saghir Alfasly +5Whole-Slide ImagesDigital Pathology

    KIMIA Lab, Artificial Intelligence and Informatics, Mayo Clinic, Rochester, MN, USA. · Department of Neurology, Northwestern University Feinberg School of Medicine, Chicago, IL, USA. · Department of Computer Science, Temple University, Philadelphia, PA, USA. +2

  54. MambaBack: Bridging Local Features and Global Contexts in Whole Slide Image Analysis

    Apr 17, 2026Sicheng Chen, Chad Wong, Tianyi Zhang +3Whole-Slide ImagesMamba-Based Models

    Nhu Department of Electrical Engineering and Computer Science, University of California, Irvine · Department of Electrical & Computer Engineering, National University of Singapore · PuzzleLogic Pte Ltd, Singapore 229594, Singapore

  55. ReconMIL: Synergizing Latent Space Reconstruction with Bi-Stream Mamba for Whole Slide Image Analysis

    Mar 20, 2026Lubin Gan, Jing Zhang, Heng Zhang +4Whole-Slide ImagesMultiple Instance Learning

    USTC, Anhui, China · Anhui Province Key Laboratory of Biomedical Imaging and Intelligent Processing, Institute of Artificial Intelligence, Hefei Comprehensive National Science Center, Anhui, China · SCNU, Guangdong, China +2

  56. Context-aware Skin Cancer Epithelial Cell Classification with Scalable Graph Transformers

    Feb 17, 2026Lucas Sancéré, Noémie Moreau, Katarzyna BozekMelanomaWhole-Slide Images

    Faculty of Mathematics and Natural Sciences, University of Cologne, Cologne, North Rhine-Westphalia, Germany · Institute for Biomedical Informatics, Faculty of Medicine and University Hospital Cologne, University of Cologne, North Rhine-Westphalia, Germany · Center for Molecular Medicine Cologne (CMMC), Faculty of Medicine and University Hospital Cologne, University of Cologne, North Rhine-Westphalia, Germany +1

  57. LSP-DETR: Efficient and Scalable Nuclei Segmentation in Whole-Slide Images

    Jan 6, 2026Matěj Pekár, Vít Musil, Rudolf Nenutil +2Whole-Slide ImagesComputational Pathology

    Masaryk University, Faculty of Informatics, Botanická 68a, Brno, 602 00, Czech Republic · Masaryk Memorial Cancer Institute, Žlutý kopec 7, Brno, 656 53, Czech Republic · BBMRI-ERIC, Neue Stiftingtalstraße 2/B/6, Graz, 8010, Austria

  58. PathFLIP: Fine-grained Language-Image Pretraining for Versatile Computational Pathology

    Dec 19, 2025Fengchun Liu, Songhan Jiang, Linghan Cai +2Whole-Slide ImagesComputational Pathology

    Harbin Institute of Technology, Shenzhen, School of Computer Science and Technology · National University of Singapore, Department of Electronic and Computer Engineering

  59. Accurate and Scalable Multimodal Pathology Retrieval via Attentive Vision-Language Alignment

    Oct 27, 2025Hongyi Wang, Zhengjie Zhu, Junlin Hou +13Whole-Slide ImagesDigital Pathology

    Department of Computer Science and Engineering, The Hong Kong University of Science and Technology, Hong Kong SAR, China · College of Computer Science and Technology, Zhejiang University, Hangzhou, China. · School of Medicine, Wake Forest University, Winston-Salem, NC, USA. +11

  60. CrossFusion: A Multi-Scale Cross-Attention Convolutional Fusion Model for Cancer Survival Prediction

    Mar 3, 2025Rustin Soraki, Huayu Wang, Sitong Liu +2Whole-Slide ImagesComputational Pathology

    University of Washington, Seattle, WA · University of California, Los Angeles, CA