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A Survey of Pathology Foundation Model: Progress and Future Directions

5 April 2025

Papers citing "A Survey of Pathology Foundation Model: Progress and Future Directions"

41 / 41 papers shown

Title
Molecular-driven Foundation Model for Oncologic Pathology Anurag J. Vaidya Andrew Zhang Guillaume Jaume Andrew H. Song Tong Ding ... Connor Bossi Keith L. Ligon Georg Gerber L. Le Faisal Mahmood VLM AI4CE 110 16 0 28 Jan 2025
A Knowledge-enhanced Pathology Vision-language Foundation Model for Cancer Diagnosis Xiao Zhou Luoyi Sun Dexuan He Wenbin Guan Ruifen Wang ... Xin Sun Kun Sun Yize Zhang Yucheng Wang Weidi Xie VLM 104 4 0 17 Dec 2024
Multimodal Whole Slide Foundation Model for Pathology Tong Ding S. J. Wagner Andrew H. Song Richard J. Chen Ming Y. Lu ... S. Ishikawa Georg Gerber T. Peng L. Le Faisal Mahmood MedIm LM&MA 96 29 0 29 Nov 2024
Recent Advances of Multimodal Continual Learning: A Comprehensive Survey Dianzhi Yu Xinni Zhang Yankai Chen Aiwei Liu Yifei Zhang Philip S. Yu Irwin King VLM CLL 96 13 0 07 Oct 2024
Phikon-v2, A large and public feature extractor for biomarker prediction Alexandre Filiot Paul Jacob Alice Mac Kain Charlie Saillard MedIm 74 21 0 13 Sep 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 124 7 0 23 Aug 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 77 14 0 05 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 80 39 0 01 Aug 2024
A Multimodal Knowledge-enhanced Whole-slide Pathology Foundation Model Yingxue Xu Yihui Wang Fengtao Zhou Jiabo Ma Shu Yang ... Anjia Han Ronald Cheong Kin Chan Li Liang Xiuming Zhang Hao Chen 96 21 0 22 Jul 2024
MoME: Mixture of Multimodal Experts for Cancer Survival Prediction Conghao Xiong Hao Chen Hao Zheng Dong Wei Yefeng Zheng Joseph J. Y. Sung Irwin King MoE 60 12 0 14 Jun 2024
Hibou: A Family of Foundational Vision Transformers for Pathology Dmitry Nechaev Alexey Pchelnikov Ekaterina Ivanova 57 29 0 07 Jun 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 98 29 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 60 34 0 16 May 2024
PLUTO: Pathology-Universal Transformer Dinkar Juyal Harshith Padigela Chintan Shah Daniel Shenker Natalia Harguindeguy ... E. Walk J. Abel Harsha Pokkalla A. Beck S. Grullon MedIm ViT LM&MA 55 13 0 13 May 2024
RudolfV: A Foundation Model by Pathologists for Pathologists Jonas Dippel Barbara Feulner Tobias Winterhoff Timo Milbich Stephan Tietz ... David Horst Lukas Ruff Klaus-Robert Muller Frederick Klauschen Maximilian Alber 76 31 0 08 Jan 2024
Retrieval-Augmented Generation for Large Language Models: A Survey Yunfan Gao Yun Xiong Xinyu Gao Kangxiang Jia Jinliu Pan Yuxi Bi Yi Dai Jiawei Sun Meng Wang Haofen Wang 3DV RALM 198 1,814 1 18 Dec 2023
LongNet: Scaling Transformers to 1,000,000,000 Tokens Jiayu Ding Shuming Ma Li Dong Xingxing Zhang Shaohan Huang Wenhui Wang Nanning Zheng Furu Wei CLL 102 161 0 05 Jul 2023
DINOv2: Learning Robust Visual Features without Supervision Maxime Oquab Timothée Darcet Théo Moutakanni Huy Q. Vo Marc Szafraniec ... Hervé Jégou Julien Mairal Patrick Labatut Armand Joulin Piotr Bojanowski VLM CLIP SSL 362 3,479 0 14 Apr 2023
TAKT: Target-Aware Knowledge Transfer for Whole Slide Image Classification Conghao Xiong Yi Lin Hao Chen Hao Zheng Dong Wei Yefeng Zheng Joseph J. Y. Sung Irwin King 56 4 0 10 Mar 2023
A Comprehensive Survey of Continual Learning: Theory, Method and Application Liyuan Wang Xingxing Zhang Hang Su Jun Zhu KELM CLL 170 693 0 31 Jan 2023
Diagnose Like a Pathologist: Transformer-Enabled Hierarchical Attention-Guided Multiple Instance Learning for Whole Slide Image Classification Conghao Xiong Hao Chen Joseph J. Y. Sung Irwin King MedIm 61 37 0 19 Jan 2023
A Survey on Self-supervised Learning: Algorithms, Applications, and Future Trends Jie Gui Tuo Chen Jing Zhang Qiong Cao Zhe Sun Haoran Luo Dacheng Tao 182 150 0 13 Jan 2023
FlexiViT: One Model for All Patch Sizes Lucas Beyer Pavel Izmailov Alexander Kolesnikov Mathilde Caron Simon Kornblith Xiaohua Zhai Matthias Minderer Michael Tschannen Ibrahim Alabdulmohsin Filip Pavetić VLM 115 94 0 15 Dec 2022
BEiT v2: Masked Image Modeling with Vector-Quantized Visual Tokenizers Zhiliang Peng Li Dong Hangbo Bao QiXiang Ye Furu Wei 66 319 0 12 Aug 2022
Scaling Vision Transformers to Gigapixel Images via Hierarchical Self-Supervised Learning Richard J. Chen Chengkuan Chen Yicong Li Tiffany Y. Chen A. Trister Rahul G. Krishnan Faisal Mahmood ViT MedIm 99 427 0 06 Jun 2022
CoCa: Contrastive Captioners are Image-Text Foundation Models Jiahui Yu Zirui Wang Vijay Vasudevan Legg Yeung Mojtaba Seyedhosseini Yonghui Wu VLM CLIP OffRL 167 1,307 0 04 May 2022
SimMIM: A Simple Framework for Masked Image Modeling Zhenda Xie Zheng Zhang Yue Cao Yutong Lin Jianmin Bao Zhuliang Yao Qi Dai Han Hu 202 1,360 0 18 Nov 2021
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 467 7,814 0 11 Nov 2021
Self-Supervised Representation Learning: Introduction, Advances and Challenges Linus Ericsson Henry Gouk Chen Change Loy Timothy M. Hospedales SSL OOD AI4TS 79 278 0 18 Oct 2021
Self-supervised learning methods and applications in medical imaging analysis: A survey Saeed Shurrab R. Duwairi OOD 96 185 0 17 Sep 2021
Emerging Properties in Self-Supervised Vision Transformers Mathilde Caron Hugo Touvron Ishan Misra Hervé Jégou Julien Mairal Piotr Bojanowski Armand Joulin 703 6,121 0 29 Apr 2021
An Empirical Study of Training Self-Supervised Vision Transformers Xinlei Chen Saining Xie Kaiming He ViT 157 1,868 0 05 Apr 2021
Perceiver: General Perception with Iterative Attention Andrew Jaegle Felix Gimeno Andrew Brock Andrew Zisserman Oriol Vinyals João Carreira VLM ViT MDE 204 1,022 0 04 Mar 2021
Learning Transferable Visual Models From Natural Language Supervision Alec Radford Jong Wook Kim Chris Hallacy Aditya A. Ramesh Gabriel Goh ... Amanda Askell Pamela Mishkin Jack Clark Gretchen Krueger Ilya Sutskever CLIP VLM 967 29,731 0 26 Feb 2021
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale Alexey Dosovitskiy Lucas Beyer Alexander Kolesnikov Dirk Weissenborn Xiaohua Zhai ... Matthias Minderer G. Heigold Sylvain Gelly Jakob Uszkoreit N. Houlsby ViT 667 41,369 0 22 Oct 2020
Federated Learning for Computational Pathology on Gigapixel Whole Slide Images Ming Y. Lu Dehan Kong Jana Lipkova Richard J. Chen Rajendra Singh Drew F. K. Williamson Tiffany Y. Chen Faisal Mahmood FedML MedIm 102 177 0 21 Sep 2020
A Simple Framework for Contrastive Learning of Visual Representations Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 375 18,859 0 13 Feb 2020
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.8K 95,114 0 11 Oct 2018
Attention-based Deep Multiple Instance Learning Maximilian Ilse Jakub M. Tomczak Max Welling 175 1,823 0 13 Feb 2018
Multiple Instance Learning: A Survey of Problem Characteristics and Applications M. Carbonneau Veronika Cheplygina Eric Granger G. Gagnon 69 627 0 11 Dec 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.2K 194,322 0 10 Dec 2015