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Any-to-Any Learning in Computational Pathology via Triplet Multimodal Pretraining

19 May 2025

Papers citing "Any-to-Any Learning in Computational Pathology via Triplet Multimodal Pretraining"

23 / 23 papers shown

Title
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 80 14 0 05 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 104 21 0 22 Jul 2024
Morphological Prototyping for Unsupervised Slide Representation Learning in Computational Pathology Andrew H. Song Richard J. Chen Tong Ding Drew F. K. Williamson Guillaume Jaume Faisal Mahmood MedIm 90 32 0 19 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 98 29 0 19 May 2024
HistGen: Histopathology Report Generation via Local-Global Feature Encoding and Cross-modal Context Interaction Zhengrui Guo Jiabo Ma Ying Xu Yihui Wang Liansheng Wang Hao Chen 104 22 0 08 Mar 2024
Gene-induced Multimodal Pre-training for Image-omic Classification Ting Jin Xingran Xie Renjie Wan Qingli Li Yan Wang AI4CE 70 11 0 06 Sep 2023
Pathology-and-genomics Multimodal Transformer for Survival Outcome Prediction Kexin Ding Mu Zhou Dimitris N. Metaxas Shaoting Zhang 48 32 0 22 Jul 2023
Visual Language Pretrained Multiple Instance Zero-Shot Transfer for Histopathology Images Ming Y. Lu Bowen Chen Andrew Zhang Drew F. K. Williamson Richard J. Chen Tong Ding L. Le Yung-Sung Chuang Faisal Mahmood VLM MedIm 185 102 0 13 Jun 2023
Spatially Resolved Gene Expression Prediction from H&E Histology Images via Bi-modal Contrastive Learning Ronald Xie K. Pang Sai W. Chung Catia T. Perciani Sonya A. MacParland Bo Wang Gary D. Bader 39 53 0 02 Jun 2023
Modeling Dense Multimodal Interactions Between Biological Pathways and Histology for Survival Prediction Guillaume Jaume Anurag J. Vaidya Richard J. Chen Drew F. K. Williamson Paul Pu Liang Faisal Mahmood 81 47 0 13 Apr 2023
Giga-SSL: Self-Supervised Learning for Gigapixel Images Tristan Lazard Marvin Lerousseau Etienne Decencière Thomas Walter 71 19 0 06 Dec 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
A graph-transformer for whole slide image classification Yi Zheng R. Gindra Emily J. Green E. Burks Margrit Betke J. Beane V. Kolachalama MedIm 102 129 0 19 May 2022
DTFD-MIL: Double-Tier Feature Distillation Multiple Instance Learning for Histopathology Whole Slide Image Classification Hongrun Zhang Y. Meng Yitian Zhao Yihong Qiao Xiaoyun Yang Sarah E Coupland Yalin Zheng 89 292 0 22 Mar 2022
Inference of captions from histopathological patches M. Tsuneki F. Kanavati 71 32 0 07 Feb 2022
BRACS: A Dataset for BReAst Carcinoma Subtyping in H&E Histology Images N. Brancati A. Anniciello Pushpak Pati D. Riccio G. Scognamiglio ... A. Foncubierta G. Botti M. Gabrani Florinda Feroce Maria Frucci 85 127 0 08 Nov 2021
TransMIL: Transformer based Correlated Multiple Instance Learning for Whole Slide Image Classification Zhucheng Shao Hao Bian Yang Chen Yifeng Wang Jian Zhang Xiangyang Ji Yongbing Zhang ViT MedIm 98 676 0 02 Jun 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 29,810 0 26 Feb 2021
Dual-stream Multiple Instance Learning Network for Whole Slide Image Classification with Self-supervised Contrastive Learning Bin Li Yin Li K. Eliceiri 88 618 0 17 Nov 2020
Pathomic Fusion: An Integrated Framework for Fusing Histopathology and Genomic Features for Cancer Diagnosis and Prognosis Richard J. Chen Ming Y. Lu Jingwen Wang Drew F. K. Williamson S. Rodig N. Lindeman Faisal Mahmood 65 407 0 18 Dec 2019
BioBERT: a pre-trained biomedical language representation model for biomedical text mining Jinhyuk Lee Wonjin Yoon Sungdong Kim Donghyeon Kim Sunkyu Kim Chan Ho So Jaewoo Kang OOD 178 5,672 0 25 Jan 2019
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 730 132,363 0 12 Jun 2017
Self-Normalizing Neural Networks Günter Klambauer Thomas Unterthiner Andreas Mayr Sepp Hochreiter 466 2,518 0 08 Jun 2017