Title
Multimodal contrastive learning for spatial gene expression prediction using histology images Wenwen Min Zhiceng Shi Jun Zhang Jun Wan Changmiao Wang 86 18 0 11 Jul 2024
DGR-MIL: Exploring Diverse Global Representation in Multiple Instance Learning for Whole Slide Image Classification Wenhui Zhu Xiwen Chen Peijie Qiu Aristeidis Sotiras Abolfazl Razi Yalin Wang 84 7 0 04 Jul 2024
Multimodal Prototyping for cancer survival prediction Andrew H. Song Richard J. Chen Guillaume Jaume Anurag J. Vaidya Alexander S. Baras Faisal Mahmood 95 17 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 116 35 0 23 Jun 2024
STimage-1K4M: A histopathology image-gene expression dataset for spatial transcriptomics Jiawen Chen Muqing Zhou Wenrong Wu Jinwei Zhang Yun Li Didong Li 87 8 0 10 Jun 2024
RankCLIP: Ranking-Consistent Language-Image Pretraining Yiming Zhang Zhuokai Zhao Zhaorun Chen Zhili Feng Zenghui Ding Yining Sun SSL VLM 150 7 0 15 Apr 2024
Accurate Spatial Gene Expression Prediction by integrating Multi-resolution features Youngmin Chung Ji Hun Ha Kyeong Chan Im Joo Sang Lee 35 20 0 12 Mar 2024
Feature Re-Embedding: Towards Foundation Model-Level Performance in Computational Pathology Wenhao Tang Fengtao Zhou Shengyue Huang Xiang Zhu Yi Zhang Bo Liu 137 25 0 27 Feb 2024
Prototypical Information Bottlenecking and Disentangling for Multimodal Cancer Survival Prediction Yilan Zhang Yingxue Xu Jianqi Chen Fengying Xie Hao Chen 97 29 0 03 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 95 12 0 22 Dec 2023
Semi-supervised Segmentation of Histopathology Images with Noise-Aware Topological Consistency Meilong Xu Xiaoling Hu Saumya Gupta Shahira Abousamra Chao Chen 128 7 0 28 Nov 2023
Attention-Challenging Multiple Instance Learning for Whole Slide Image Classification Yunlong Zhang Honglin Li Yuxuan Sun Sunyi Zheng Chenglu Zhu Lin Yang 106 33 0 13 Nov 2023
Cross-Modal Translation and Alignment for Survival Analysis F. Zhou Hao Chen 70 52 0 22 Sep 2023
Multiple Instance Learning Framework with Masked Hard Instance Mining for Whole Slide Image Classification Wenhao Tang Sheng Huang Xiaoxian Zhang Fengtao Zhou Yi Zhang Bo Liu 118 48 0 28 Jul 2023
Multimodal Optimal Transport-based Co-Attention Transformer with Global Structure Consistency for Survival Prediction Yingxue Xu Hao Chen OffRL 72 49 0 14 Jun 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 210 102 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 86 55 0 02 Jun 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 538 3,535 0 14 Apr 2023
Task-specific Fine-tuning via Variational Information Bottleneck for Weakly-supervised Pathology Whole Slide Image Classification Honglin Li Chenglu Zhu Yunlong Zhang Yuxuan Sun Zhongyi Shui Wenwei Kuang S. Zheng Ling Yang 128 59 0 15 Mar 2023
Interventional Bag Multi-Instance Learning On Whole-Slide Pathological Images Tiancheng Lin Zhimiao Yu Hongyu Hu Yi Xu Changyi Chen 121 88 0 13 Mar 2023
Scaling Language-Image Pre-training via Masking Yanghao Li Haoqi Fan Ronghang Hu Christoph Feichtenhofer Kaiming He CLIP VLM 111 330 0 01 Dec 2022
Multiple Instance Learning via Iterative Self-Paced Supervised Contrastive Learning Kangning Liu Weicheng Zhu Yiqiu Shen Sheng Liu N. Razavian Krzysztof J. Geras C. Fernandez‐Granda SSL 105 25 0 17 Oct 2022
Bi-directional Weakly Supervised Knowledge Distillation for Whole Slide Image Classification Linhao Qu Xiao-Zhuo Luo Manning Wang Zhijian Song WSOD 105 61 0 07 Oct 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 137 432 0 06 Jun 2022
CyCLIP: Cyclic Contrastive Language-Image Pretraining Shashank Goel Hritik Bansal S. Bhatia Ryan Rossi Vishwa Vinay Aditya Grover CLIP VLM 282 140 0 28 May 2022
Robust Cross-Modal Representation Learning with Progressive Self-Distillation A. Andonian Shixing Chen Raffay Hamid VLM 99 57 0 10 Apr 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 123 297 0 22 Mar 2022
Predicting Axillary Lymph Node Metastasis in Early Breast Cancer Using Deep Learning on Primary Tumor Biopsy Slides Feng Xu Chuang Zhu Wenqi Tang Ying Wang Yu Zhang Jie Li Hongchuan Jiang Z. Shi Jun Liu M. Jin 101 48 0 04 Dec 2021
Multi-Class Cell Detection Using Spatial Context Representation Shahira Abousamra David Belinsky John S. Van Arnam F. Allard E. Yee Rajarsi R. Gupta Tahsin M. Kurc Dimitris Samaras Joel H. Saltz Chao Chen 75 34 0 10 Oct 2021
UCTransNet: Rethinking the Skip Connections in U-Net from a Channel-wise Perspective with Transformer Haonan Wang Peng Cao Jiaqi Wang Osmar R. Zaiane MedIm ViT 220 763 0 09 Sep 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 146 692 0 02 Jun 2021
Emerging Properties in Self-Supervised Vision Transformers Mathilde Caron Hugo Touvron Ishan Misra Hervé Jégou Julien Mairal Piotr Bojanowski Armand Joulin 973 6,153 0 29 Apr 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 1.1K 30,096 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 149 624 0 17 Nov 2020
Deep Learning-based Computational Pathology Predicts Origins for Cancers of Unknown Primary Ming Y. Lu Melissa Zhao Maha Shady Jana Lipkova Tiffany Y. Chen Drew F. K. Williamson Faisal Mahmood MedIm 123 492 0 24 Jun 2020
Data Efficient and Weakly Supervised Computational Pathology on Whole Slide Images Ming Y. Lu Drew F. K. Williamson Tiffany Y. Chen Richard J. Chen Matteo Barbieri Faisal Mahmood 137 1,349 0 20 Apr 2020
A Simple Framework for Contrastive Learning of Visual Representations Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 442 18,989 0 13 Feb 2020
Momentum Contrast for Unsupervised Visual Representation Learning Kaiming He Haoqi Fan Yuxin Wu Saining Xie Ross B. Girshick SSL 275 12,175 0 13 Nov 2019
Utilizing Automated Breast Cancer Detection to Identify Spatial Distributions of Tumor Infiltrating Lymphocytes in Invasive Breast Cancer H. Le Rajarsi R. Gupta L. Hou Shahira Abousamra Danielle Fassler ... A. Dyke Ashish Sharma Erich Bremer Jonas S. Almeida Joel H. Saltz 77 96 0 26 May 2019
HoVer-Net: Simultaneous Segmentation and Classification of Nuclei in Multi-Tissue Histology Images S. Graham Q. Vu S. Raza A. Azam Yee Wah Tsang J. T. Kwak Nasir M. Rajpoot 117 1,046 0 16 Dec 2018
Representation Learning with Contrastive Predictive Coding Aaron van den Oord Yazhe Li Oriol Vinyals DRL SSL 551 10,391 0 10 Jul 2018
Attention-based Deep Multiple Instance Learning Maximilian Ilse Jakub M. Tomczak Max Welling 215 1,845 0 13 Feb 2018
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.7K 195,184 0 10 Dec 2015