Title
Self-Supervision Enhances Instance-based Multiple Instance Learning Methods in Digital Pathology: A Benchmark Study Ali Mammadov Loic Le Folgoc Julien Adam Anne Buronfosse Gilles Hayem Guillaume Hocquet Pietro Gori SSL 35 0 0 02 May 2025
Multi-Resolution Pathology-Language Pre-training Model with Text-Guided Visual Representation Shahad Albastaki Anabia Sohail I. I. Ganapathi B. Alawode Asim Khan Sajid Javed N. Werghi Mohammed Bennamoun Arif Mahmood 63 0 0 26 Apr 2025
CLOC: Contrastive Learning for Ordinal Classification with Multi-Margin N-pair Loss D. Pitawela Gustavo Carneiro Hsiang-Ting Chen 46 0 0 22 Apr 2025
Training state-of-the-art pathology foundation models with orders of magnitude less data Mikhail Karasikov J. Doorn Nicolas Kanzig Melis Erdal Cesur Hugo Mark Horlings Robert Berke Fei Tang Sebastian Otálora AI4CE 21 0 0 07 Apr 2025
Revisiting Automatic Data Curation for Vision Foundation Models in Digital Pathology Boqi Chen Cédric Vincent-Cuaz Lydia A. Schoenpflug Manuel Madeira Lisa Fournier ... D. Thanou V. Koelzer Pascal Frossard Gabriele Campanella Gunnar Rätsch 46 0 0 24 Mar 2025
Histomorphology-driven multi-instance learning for breast cancer WSI classification Baizhi Wang Rui Yan Wenxin Ma Xu Zhang Yuhao Wang X. Li Yunjie Gu Zihang Jiang Shuoling Zhou 44 0 0 23 Mar 2025
How Good is my Histopathology Vision-Language Foundation Model? A Holistic Benchmark Roba Al Majzoub H. Malik Muzammal Naseer Zaigham Zaheer Tariq Mahmood Salman Khan Fahad A Khan VLM 58 0 0 17 Mar 2025
MExD: An Expert-Infused Diffusion Model for Whole-Slide Image Classification Jianwei Zhao Xin Li Fan Yang Qiang Zhai Ao Luo Yang Zhao Hong-wei Cheng Huazhu Fu DiffM MedIm 48 0 0 16 Mar 2025
Leveraging Vision-Language Embeddings for Zero-Shot Learning in Histopathology Images M. Rahaman Ewan K. A. Millar Erik H. W. Meijering VLM 53 0 0 13 Mar 2025
Can We Simplify Slide-level Fine-tuning of Pathology Foundation Models? Jiawen Li Jiali Hu Qiehe Sun Renao Yan Minxi Ouyang Tian Guan Anjia Han Chao He Yonghong He MedIm 59 0 0 28 Feb 2025
Unlocking adaptive digital pathology through dynamic feature learning Jiawen Li Tian Guan Qingxin Xia Y. Wang Xitong Ling ... Xiu-Wu Bian Z. Wang Lingchuan Guo Chao He Yonghong He AI4CE 32 0 0 31 Dec 2024
INSIGHT: Explainable Weakly-Supervised Medical Image Analysis Wenbo Zhang Junyu Chen Christopher Kanan 69 0 0 02 Dec 2024
Gen-SIS: Generative Self-augmentation Improves Self-supervised Learning Varun Belagali Srikar Yellapragada Alexandros Graikos S. Kapse Zilinghan Li Tarak Nandi Ravi K. Madduri Prateek Prasanna Joel H. Saltz Dimitris Samaras DiffM 73 1 0 02 Dec 2024
An Information-Theoretic Regularizer for Lossy Neural Image Compression Y. Zhang Meng Wang Xihua Sheng Peilin Chen Junru Li L. Zhang S. Wang 86 0 0 23 Nov 2024
Interactive Medical Image Segmentation: A Benchmark Dataset and Baseline Junlong Cheng Bin Fu Jin Ye Guoan Wang Tianbin Li ... J. Chen J. Li Yanzhou Su Min Zhu Junjun He VLM 71 4 0 19 Nov 2024
Diagnostic Text-guided Representation Learning in Hierarchical Classification for Pathological Whole Slide Image Jiawen Li Qiehe Sun Renao Yan Yizhi Wang Yuqiu Fu Yani Wei Tian Guan Huijuan Shi Yonghonghe He Anjia Han 31 3 0 16 Nov 2024
HMIL: Hierarchical Multi-Instance Learning for Fine-Grained Whole Slide Image Classification C. Jin Luyang Luo Huangjing Lin Jun Hou Hao Chen 36 2 0 12 Nov 2024
Benchmarking Pathology Foundation Models: Adaptation Strategies and Scenarios Jeaung Lee Jeewoo Lim Keunho Byeon Jin Tae Kwak 17 3 0 21 Oct 2024
Rethinking Transformer for Long Contextual Histopathology Whole Slide Image Analysis Honglin Li Yunlong Zhang Pingyi Chen Zhongyi Shui Chenglu Zhu Lin Yang MedIm 32 4 0 18 Oct 2024
Beyond Labels: A Self-Supervised Framework with Masked Autoencoders and Random Cropping for Breast Cancer Subtype Classification Annalisa Chiocchetti Marco Dossena Christopher Irwin Luigi Portinale 19 0 0 15 Oct 2024
Few-Shot Domain Adaptation for Learned Image Compression Tianyu Zhang Haotian Zhang Yuqi Li Li Li Dong Liu VLM 33 1 0 17 Sep 2024
LACOSTE: Exploiting stereo and temporal contexts for surgical instrument segmentation Qiyuan Wang Shang Zhao Zikang Xu S Kevin Zhou 21 0 0 14 Sep 2024
Continual Domain Incremental Learning for Privacy-aware Digital Pathology Pratibha Kumari Daniel Reisenbuchler Lucas Luttner N. Schaadt Friedrich Feuerhake Dorit Merhof OOD 22 4 0 10 Sep 2024
Tissue Concepts: supervised foundation models in computational pathology Till Nicke Jan Raphael Schaefer Henning Hoefener Friedrich Feuerhake Dorit Merhof Fabian Kiessling Johannes Lotz MedIm 31 0 0 05 Sep 2024
CanvOI, an Oncology Intelligence Foundation Model: Scaling FLOPS Differently Jonathan Zalach Inbal Gazy Assaf Avinoam Ron Sinai Eran Shmuel Inbar Gilboa Christine Swisher Naim Matasci Reva Basho David B. Agus 30 0 0 04 Sep 2024
Mamba2MIL: State Space Duality Based Multiple Instance Learning for Computational Pathology Yuqi Zhang Xiaoqian Zhang Jiakai Wang Yuancheng Yang Taiying Peng Chao Tong Mamba 44 0 0 27 Aug 2024
A New Era in Computational Pathology: A Survey on Foundation and Vision-Language Models Dibaloke Chanda Milan Aryal Nasim Yahya Soltani Masoud Ganji AI4CE VLM 34 7 0 23 Aug 2024
MergeUp-augmented Semi-Weakly Supervised Learning for WSI Classification Mingxi Ouyang Yuqiu Fu Renao Yan Shanshan Shi Xitong Ling Lianghui Zhu Yonghong He Tian Guan 16 3 0 23 Aug 2024
cDP-MIL: Robust Multiple Instance Learning via Cascaded Dirichlet Process Yihang Chen Tsai Hor Chan Guosheng Yin Yuming Jiang Lequan Yu 25 0 0 16 Jul 2024
PathGen-1.6M: 1.6 Million Pathology Image-text Pairs Generation through Multi-agent Collaboration Yuxuan Sun Yunlong Zhang Yixuan Si Chenglu Zhu Zhongyi Shui Kai Zhang Jingxiong Li Xingheng Lyu Tao Lin Lin Yang LM&MA VLM MedIm 23 10 0 28 Jun 2024
HEST-1k: A Dataset for Spatial Transcriptomics and Histology Image Analysis Guillaume Jaume Paul Doucet Andrew H. Song Ming Y. Lu Cristina Almagro-Pérez ... Anurag J. Vaidya Richard J. Chen Drew F. K. Williamson Ahrong Kim Faisal Mahmood 41 28 0 23 Jun 2024
Memory-Efficient Sparse Pyramid Attention Networks for Whole Slide Image Analysis Weiyi Wu Chongyang Gao Xinwen Xu Siting Li Jiang Gui 32 0 0 13 Jun 2024
Advancing Histopathology-Based Breast Cancer Diagnosis: Insights into Multi-Modality and Explainability F. Abdullakutty Y. Akbari S. Al-Maadeed Ahmed Bouridane R. Hamoudi 25 1 0 07 Jun 2024
Task-oriented Embedding Counts: Heuristic Clustering-driven Feature Fine-tuning for Whole Slide Image Classification Xuenian Wang Shanshan Shi Renao Yan Qiehe Sun Lianghui Zhu Tian Guan Yonghong He 19 0 0 02 Jun 2024
Integrative Graph-Transformer Framework for Histopathology Whole Slide Image Representation and Classification Zhan Shi Jingwei Zhang Jun Kong Fusheng Wang MedIm 31 3 0 26 Mar 2024
RetMIL: Retentive Multiple Instance Learning for Histopathological Whole Slide Image Classification Hongbo Chu Qiehe Sun Jiawen Li Yuxuan Chen Lizhong Zhang Tian Guan Anjia Han Yonghong He 27 5 0 16 Mar 2024
MambaMIL: Enhancing Long Sequence Modeling with Sequence Reordering in Computational Pathology Shu Yang Yihui Wang Hao Chen Mamba 19 29 0 11 Mar 2024
MamMIL: Multiple Instance Learning for Whole Slide Images with State Space Models Zijie Fang Yifeng Wang Zhi Wang Jian Andrew Zhang Xiangyang Ji Yongbing Zhang Mamba 28 6 0 08 Mar 2024
Analysis and Validation of Image Search Engines in Histopathology Isaiah Lahr Saghir Alfasly Peyman Nejat Jibran A. Khan Luke Kottom ... Chady Meroueh Lisa Boardman Vijay H. Shah Joaquin J. Garcia H. R. Tizhoosh 26 3 0 06 Jan 2024
Shapley Values-enabled Progressive Pseudo Bag Augmentation for Whole Slide Image Classification Renao Yan Qiehe Sun Cheng Jin Yiqing Liu Yonghong He Tian Guan Hao Chen 32 8 0 09 Dec 2023
Long-MIL: Scaling Long Contextual Multiple Instance Learning for Histopathology Whole Slide Image Analysis Honglin Li Yunlong Zhang Chenglu Zhu Jiatong Cai Sunyi Zheng Lin Yang VLM 20 4 0 21 Nov 2023
Selection of Distinct Morphologies to Divide & Conquer Gigapixel Pathology Images A. Shafique Saghir Alfasly Areej Alsaafin Peyman Nejat Jibran A. Khan H. R. Tizhoosh 14 1 0 16 Nov 2023
Rotation-Agnostic Image Representation Learning for Digital Pathology Saghir Alfasly A. Shafique Peyman Nejat Jibran A. Khan Areej Alsaafin Ghazal Alabtah H. R. Tizhoosh MedIm 13 6 0 14 Nov 2023
Attention-Challenging Multiple Instance Learning for Whole Slide Image Classification Yunlong Zhang Honglin Li Yuxuan Sun Sunyi Zheng Chenglu Zhu Lin Yang 11 25 0 13 Nov 2023
RoFormer for Position Aware Multiple Instance Learning in Whole Slide Image Classification Etienne Pochet Rami Maroun Roger Trullo MedIm 18 2 0 03 Oct 2023
Improved Breast Cancer Diagnosis through Transfer Learning on Hematoxylin and Eosin Stained Histology Images Fahad Ahmed Reem Abdel-Salam Leon Hamnett M. Adewunmi T. Ayano 17 2 0 15 Sep 2023
Attention De-sparsification Matters: Inducing Diversity in Digital Pathology Representation Learning S. Kapse Srijan Das Jingwei Zhang Rajarsi R. Gupta Joel H. Saltz Dimitris Samaras Prateek Prasanna 17 9 0 12 Sep 2023
MoMA: Momentum Contrastive Learning with Multi-head Attention-based Knowledge Distillation for Histopathology Image Analysis T. Vuong J. T. Kwak 25 6 0 31 Aug 2023
A General-Purpose Self-Supervised Model for Computational Pathology Richard J. Chen Tong Ding Ming Y. Lu Drew F. K. Williamson Guillaume Jaume ... Judy J. Wang Walt Williams L. Le Georg Gerber Faisal Mahmood MedIm 20 42 0 29 Aug 2023
ConSlide: Asynchronous Hierarchical Interaction Transformer with Breakup-Reorganize Rehearsal for Continual Whole Slide Image Analysis Yanyan Huang Weiqin Zhao Shujun Wang Yu Fu Yuming Jiang Lequan Yu CLL 12 16 0 25 Aug 2023