Title
SimMIL: A Universal Weakly Supervised Pre-Training Framework for Multi-Instance Learning in Whole Slide Pathology Images Yicheng Song Tiancheng Lin Die Peng Su Yang Yi Xu MedIm 21 0 0 10 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
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
Fair Foundation Models for Medical Image Analysis: Challenges and Perspectives Dilermando Queiroz Anderson Carlos André Anjos Lilian Berton 43 0 0 24 Feb 2025
ViLa-MIL: Dual-scale Vision-Language Multiple Instance Learning for Whole Slide Image Classification Jiangbo Shi Chen Li Tieliang Gong Yefeng Zheng Huazhu Fu VLM 60 5 0 12 Feb 2025
BIOSCAN-5M: A Multimodal Dataset for Insect Biodiversity Zahra Gharaee Scott C. Lowe ZeMing Gong Pablo Millán Arias Nicholas Pellegrino ... Lila Kari Dirk Steinke Graham W. Taylor Paul Fieguth Angel X. Chang 33 7 0 28 Jan 2025
BiomedCLIP: a multimodal biomedical foundation model pretrained from fifteen million scientific image-text pairs Sheng Zhang Yanbo Xu Naoto Usuyama Hanwen Xu J. Bagga ... Carlo Bifulco M. Lungren Tristan Naumann Sheng Wang Hoifung Poon LM&MA MedIm 151 191 0 10 Jan 2025
Aligning Knowledge Concepts to Whole Slide Images for Precise Histopathology Image Analysis Weiqin Zhao Ziyu Guo Yinshuang Fan Yuming Jiang Maximus C. F. Yeung Lequan Yu 66 3 0 27 Nov 2024
MI-VisionShot: Few-shot adaptation of vision-language models for slide-level classification of histopathological images Pablo Meseguer Rocío del Amor Valery Naranjo VLM 14 0 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
NCT-CRC-HE: Not All Histopathological Datasets Are Equally Useful Andrey D. Ignatov Grigory Malivenko 16 2 0 17 Sep 2024
Multistain Pretraining for Slide Representation Learning in Pathology Guillaume Jaume Anurag J. Vaidya Andrew Zhang Andrew H. Song Richard J. Chen S. Sahai Dandan Mo Emilio Madrigal L. Le Faisal Mahmood 28 11 0 05 Aug 2024
Histopathological Image Classification with Cell Morphology Aware Deep Neural Networks Andrey D. Ignatov Josephine Yates Valentina Boeva 36 4 0 11 Jul 2024
Pan-cancer Histopathology WSI Pre-training with Position-aware Masked Autoencoder Kun-Hsuan Wu Zhiguo Jiang Kunming Tang Jun Shi Fengying Xie Wei Wang Haibo Wu Yushan Zheng 21 1 0 10 Jul 2024
WSI-VQA: Interpreting Whole Slide Images by Generative Visual Question Answering Pingyi Chen Chenglu Zhu Sunyi Zheng Honglin Li Lin Yang 33 6 0 08 Jul 2024
PathAlign: A vision-language model for whole slide images in histopathology Faruk Ahmed Andrew Sellergren Lin Yang Shawn Xu Boris Babenko ... S. Shetty Daniel Golden Yun-hui Liu David F. Steiner Ellery Wulczyn LM&MA VLM 29 13 0 27 Jun 2024
Foundational Models for Pathology and Endoscopy Images: Application for Gastric Inflammation H. Kerdegari Kyle Higgins Dennis Veselkov I. Laponogov I. Poļaka ... Junior Andrea Pescino M. Leja M. Dinis-Ribeiro T. F. Kanonnikoff Kirill Veselkov 24 3 0 26 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 36 28 0 23 Jun 2024
Graph Neural Networks in Histopathology: Emerging Trends and Future Directions Siemen Brussee Giorgio Buzzanca Anne M.R. Schrader Jesper Kers 53 8 0 18 Jun 2024
CPLIP: Zero-Shot Learning for Histopathology with Comprehensive Vision-Language Alignment Sajid Javed Arif Mahmood I. I. Ganapathi Fayaz Ali Dharejo N. Werghi Mohammed Bennamoun VLM LM&MA 30 10 0 07 Jun 2024
Dr-LLaVA: Visual Instruction Tuning with Symbolic Clinical Grounding Shenghuan Sun Gregory M. Goldgof Alexander Schubert Zhiqing Sun Thomas Hartvigsen A. Butte Ahmed Alaa LM&MA 27 4 0 29 May 2024
mTREE: Multi-Level Text-Guided Representation End-to-End Learning for Whole Slide Image Analysis Quan Liu Ruining Deng Can Cui Tianyuan Yao V. Nath Yucheng Tang Yuankai Huo 19 0 0 28 May 2024
CLIBD: Bridging Vision and Genomics for Biodiversity Monitoring at Scale ZeMing Gong Austin T. Wang Joakim Bruslund Haurum Scott C. Lowe Graham W. Taylor Angel X. Chang Angel X. Chang 26 5 0 27 May 2024
Boosting Medical Image-based Cancer Detection via Text-guided Supervision from Reports Guangyu Guo Jiawen Yao Yingda Xia Tony C. W. Mok Zhilin Zheng Junwei Han Le Lu Dingwen Zhang Jian Zhou Ling Zhang 27 1 0 23 May 2024
Transcriptomics-guided Slide Representation Learning in Computational Pathology Guillaume Jaume Lukas Oldenburg Anurag J. Vaidya Richard J. Chen Drew F. K. Williamson Thomas Peeters Andrew H. Song Faisal Mahmood 40 21 0 19 May 2024
PRISM: A Multi-Modal Generative Foundation Model for Slide-Level Histopathology George Shaikovski Adam Casson Kristen Severson Eric Zimmermann Yi Kan Wang ... Peter Hamilton William A. Moye Eugene Vorontsov Siqi Liu Thomas J. Fuchs MedIm 24 22 0 16 May 2024
Knowledge-enhanced Visual-Language Pretraining for Computational Pathology Xiao Zhou Xiaoman Zhang Chaoyi Wu Ya-Qin Zhang Weidi Xie Yanfeng Wang VLM 21 6 0 15 Apr 2024
Contrastive-Based Deep Embeddings for Label Noise-Resilient Histopathology Image Classification Lucas Dedieu Nicolas Nerrienet A. Nivaggioli Clara Simmat Marceau Clavel Arnaud Gauthier Stéphane Sockeel Rémy Peyret NoLa 19 1 0 11 Apr 2024
Hierarchical Text-to-Vision Self Supervised Alignment for Improved Histopathology Representation Learning Hasindri Watawana Kanchana Ranasinghe Tariq Mahmood Muzammal Naseer Salman Khan Fahad Shahbaz Khan SSL 30 3 0 21 Mar 2024
Generalizable Whole Slide Image Classification with Fine-Grained Visual-Semantic Interaction Hao Li Ying Chen Yifei Chen Wenxian Yang Bowen Ding Yuchen Han Liansheng Wang Rongshan Yu 29 15 0 29 Feb 2024
Demographic Bias of Expert-Level Vision-Language Foundation Models in Medical Imaging Yuzhe Yang Yujia Liu Xin Liu A. Gulhane Domenico Mastrodicasa Wei Wu Edward J Wang Dushyant W. Sahani Shwetak N. Patel 43 7 0 22 Feb 2024
Prospector Heads: Generalized Feature Attribution for Large Models & Data Gautam Machiraju Alexander Derry Arjun D Desai Neel Guha Amir-Hossein Karimi James Zou Russ Altman Christopher Ré Parag Mallick AI4TS MedIm 41 0 0 18 Feb 2024
Data-Centric Foundation Models in Computational Healthcare: A Survey Yunkun Zhang Jin Gao Zheling Tan Lingfeng Zhou Kexin Ding Mu Zhou Shaoting Zhang Dequan Wang AI4CE 21 20 0 04 Jan 2024
SI-MIL: Taming Deep MIL for Self-Interpretability in Gigapixel Histopathology S. Kapse Pushpak Pati Srijan Das Jingwei Zhang Chao Chen Maria Vakalopoulou Joel H. Saltz Dimitris Samaras Rajarsi R. Gupta Prateek Prasanna 15 10 0 22 Dec 2023
A Foundational Multimodal Vision Language AI Assistant for Human Pathology Ming Y. Lu Bowen Chen Drew F. K. Williamson Richard J. Chen Kenji Ikamura ... Ivy Liang L. Le Tong Ding Anil V. Parwani Faisal Mahmood MedIm LM&MA 13 19 0 13 Dec 2023
BioCLIP: A Vision Foundation Model for the Tree of Life Samuel Stevens Jiaman Wu Matthew J Thompson Elizabeth G Campolongo Chan Hee Song ... Wasila M Dahdul Charles V. Stewart Tanya Berger-Wolf Wei-Lun Chao Yu-Chuan Su 15 62 0 30 Nov 2023
Improving mitosis detection on histopathology images using large vision-language models Ruiwen Ding James Hall Neil Tenenholtz Kristen Severson VLM 30 3 0 11 Oct 2023
Computational Pathology at Health System Scale -- Self-Supervised Foundation Models from Three Billion Images Gabriele Campanella Ricky Kwan Eugene Fluder Jennifer Zeng A. Stock ... Adam J. Schoenfeld Chad M. Vanderbilt P. Kovatch Carlos Cordon-Cardo Thomas J. Fuchs MedIm 52 20 0 10 Oct 2023
Virchow: A Million-Slide Digital Pathology Foundation Model Eugene Vorontsov Alican Bozkurt Adam Casson George Shaikovski Michal Zelechowski ... Razik Yousfi Christopher Kanan David Klimstra B. Rothrock Thomas J. Fuchs MedIm 11 81 0 14 Sep 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
BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models Junnan Li Dongxu Li Silvio Savarese Steven C. H. Hoi VLM MLLM 244 4,186 0 30 Jan 2023
BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation Junnan Li Dongxu Li Caiming Xiong S. Hoi MLLM BDL VLM CLIP 382 4,010 0 28 Jan 2022
Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision Chao Jia Yinfei Yang Ye Xia Yi-Ting Chen Zarana Parekh Hieu H. Pham Quoc V. Le Yun-hsuan Sung Zhen Li Tom Duerig VLM CLIP 293 3,683 0 11 Feb 2021
Improving Factual Completeness and Consistency of Image-to-Text Radiology Report Generation Yasuhide Miura Yuhao Zhang Emily Bao Tsai C. Langlotz Dan Jurafsky MedIm 146 152 0 20 Oct 2020