Title
A Survey of Pathology Foundation Model: Progress and Future Directions Conghao Xiong Hao Chen Joseph J. Y. Sung LM&MA AI4CE 46 0 0 05 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
Out-of-distribution evaluations of channel agnostic masked autoencoders in fluorescence microscopy Christian John Hurry Jinjie Zhang Olubukola Ishola Emma Slade Cuong Q. Nguyen OOD OODD 55 0 0 24 Mar 2025
Surgical Scene Understanding in the Era of Foundation AI Models: A Comprehensive Review Ufaq Khan Umair Nawaz A. Qayyum Shazad Ashraf Muhammad Bilal Junaid Qadir 76 0 0 24 Feb 2025
xMIL: Insightful Explanations for Multiple Instance Learning in Histopathology Julius Hense M. J. Idaji Oliver Eberle Thomas Schnake Jonas Dippel Laure Ciernik Oliver Buchstab Andreas Mock Frederick Klauschen Klaus-Robert Müller 44 3 0 08 Jan 2025
Benchmarking Pathology Foundation Models: Adaptation Strategies and Scenarios Jeaung Lee Jeewoo Lim Keunho Byeon Jin Tae Kwak 15 3 0 21 Oct 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
The Clever Hans Effect in Unsupervised Learning Jacob R. Kauffmann Jonas Dippel Lukas Ruff Wojciech Samek Klaus-Robert Müller G. Montavon SSL CML HAI 24 1 0 15 Aug 2024
Virchow2: Scaling Self-Supervised Mixed Magnification Models in Pathology Eric Zimmermann Eugene Vorontsov Julian Viret Adam Casson Michal Zelechowski ... Razik Yousfi Thomas J. Fuchs Nicolò Fusi Siqi Liu Kristen Severson MedIm 23 25 0 01 Aug 2024
DINOv2 Rocks Geological Image Analysis: Classification, Segmentation, and Interpretability Florent Brondolo Samuel Beaussant AI4CE 16 0 0 25 Jul 2024
DiNO-Diffusion. Scaling Medical Diffusion via Self-Supervised Pre-Training Guillermo Jiménez-Pérez Pedro Osório Josef Cersovsky Javier Montalt-Tordera Jens Hooge Steffen Vogler Sadegh Mohammadi MedIm 29 2 0 16 Jul 2024
A Clinical Benchmark of Public Self-Supervised Pathology Foundation Models Gabriele Campanella Shengjia Chen Ruchika Verma Jennifer Zeng A. Stock ... Kuan-lin Huang Ricky Kwan Jane Houldsworth Adam J. Schoenfeld Chad M. Vanderbilt AI4MH OOD LM&MA 25 16 0 09 Jul 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 22 3 0 26 Jun 2024
Automatic Data Curation for Self-Supervised Learning: A Clustering-Based Approach Huy V. Vo Vasil Khalidov Timothée Darcet Théo Moutakanni Nikita Smetanin ... Maxime Oquab Armand Joulin Hervé Jégou Patrick Labatut Piotr Bojanowski SSL 45 18 0 24 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
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
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 50 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 9 81 0 14 Sep 2023
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 258 7,337 0 11 Nov 2021
Emerging Properties in Self-Supervised Vision Transformers Mathilde Caron Hugo Touvron Ishan Misra Hervé Jégou Julien Mairal Piotr Bojanowski Armand Joulin 283 5,723 0 29 Apr 2021