Title
HistoGym: A Reinforcement Learning Environment for Histopathological Image Analysis Zhi-Bo Liu Xiaobo Pang Jizhao Wang Shuai Liu Chen Li 42 1 0 16 Aug 2024
Semi-supervised variational autoencoder for cell feature extraction in multiplexed immunofluorescence images P. Sandarenu Julia Chen I. Šlapetová Lois Browne Peter H. Graham A. Swarbrick Ewan K. A. Millar Yang Song Erik H. W. Meijering 27 1 0 22 Jun 2024
Task-oriented Embedding Counts: Heuristic Clustering-driven Feature Fine-tuning for Whole Slide Image Classification Xuenian Wang Shanshan Shi Renao Yan Qiehe Sun Lianghui Zhu Tian Guan Yonghong He 21 0 0 02 Jun 2024
Artificial Intelligence for Digital and Computational Pathology Andrew H. Song Guillaume Jaume Drew F. K. Williamson Ming Y. Lu Anurag J. Vaidya Tiffany R. Miller Faisal Mahmood AI4CE 30 130 0 13 Dec 2023
NearbyPatchCL: Leveraging Nearby Patches for Self-Supervised Patch-Level Multi-Class Classification in Whole-Slide Images Gia-Bao Le Van-Tien Nguyen Trung-Truc Huynh-Le Minh-Triet Tran 24 0 0 12 Dec 2023
MGCT: Mutual-Guided Cross-Modality Transformer for Survival Outcome Prediction using Integrative Histopathology-Genomic Features Mingxin Liu Yunzan Liu Hui Cui Chunquan Li Jiquan Ma 32 9 0 20 Nov 2023
Semi-supervised ViT knowledge distillation network with style transfer normalization for colorectal liver metastases survival prediction Mohamed El Amine Elforaici E. Montagnon Francisco Perdigon Romero W. Le F. Azzi Dominique Trudel Bich Nguyen Simon Turcotte An Tang Samuel Kadoury MedIm 33 2 0 17 Nov 2023
Diffusion-based generation of Histopathological Whole Slide Images at a Gigapixel scale Robert Harb T. Pock Heimo Müller MedIm 22 13 0 14 Nov 2023
Domain-specific optimization and diverse evaluation of self-supervised models for histopathology Jeremy Lai Faruk Ahmed Supriya Vijay Tiam Jaroensri Jessica Loo ... Jonathan Krause Yun-Hui Liu Po-Hsuan Cameron Chen Ellery Wulczyn David F. Steiner 38 7 0 20 Oct 2023
A Framework for Interpretability in Machine Learning for Medical Imaging Alan Q. Wang Batuhan K. Karaman Heejong Kim Jacob Rosenthal Rachit Saluja Sean I. Young M. Sabuncu AI4CE 17 10 0 02 Oct 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 28 42 0 29 Aug 2023
The State of Applying Artificial Intelligence to Tissue Imaging for Cancer Research and Early Detection Michael Robben Amir Hajighasemi M. Nasr Jai Prakesh Veerla Anne M. Alsup ... Kelli Fowlds Parisa Boodaghi Malidarreh Paul Koomey Jillur Rahman Saurav Jacob M. Luber AI4CE 18 4 0 29 Jun 2023
Deep Neural Networks integrating genomics and histopathological images for predicting stages and survival time-to-event in colon cancer Olalekan Ogundipe Zeyneb Kurt Wai Lok Woo 33 1 0 13 Dec 2022
AdvMIL: Adversarial Multiple Instance Learning for the Survival Analysis on Whole-Slide Images Pei Liu Luping Ji Feng Ye Bo Fu 18 27 0 13 Dec 2022
Incorporating intratumoral heterogeneity into weakly-supervised deep learning models via variance pooling Iain Carmichael Andrew H. Song Richard J. Chen Drew F. K. Williamson Tiffany Y. Chen Faisal Mahmood 30 12 0 17 Jun 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 34 407 0 06 Jun 2022
Robust and Efficient Medical Imaging with Self-Supervision Shekoofeh Azizi Laura J. Culp Jan Freyberg Basil Mustafa Sebastien Baur ... Geoffrey E. Hinton N. Houlsby Alan Karthikesalingam Mohammad Norouzi Vivek Natarajan OOD 71 58 0 19 May 2022
Trucks Don't Mean Trump: Diagnosing Human Error in Image Analysis J.D. Zamfirescu-Pereira Jerry Chen Emily Wen Allison Koenecke N. Garg Emma Pierson 21 5 0 15 May 2022
Colorectal cancer survival prediction using deep distribution based multiple-instance learning Xingyu Li J. Jonnagaddala M. Cen Hong Zhang Xuesong Xu 8 10 0 24 Apr 2022
Hierarchical Optimal Transport for Comparing Histopathology Datasets A. Yeaton Rahul G. Krishnan Rebecca J. Mieloszyk David Alvarez-Melis G. Huynh OT 25 9 0 18 Apr 2022
Interpretable Prediction of Lung Squamous Cell Carcinoma Recurrence With Self-supervised Learning Weicheng Zhu C. Fernandez‐Granda N. Razavian SSL 16 4 0 23 Mar 2022
A Retrospective Analysis using Deep-Learning Models for Prediction of Survival Outcome and Benefit of Adjuvant Chemotherapy in Stage II/III Colorectal Cancer Xingyu Li J. Jonnagaddala Shuhua Yang Hong Zhang Xuesong Xu 11 20 0 05 Nov 2021
MHAttnSurv: Multi-Head Attention for Survival Prediction Using Whole-Slide Pathology Images Shuai Jiang A. Suriawinata Saeed Hassanpour 16 26 0 22 Oct 2021
Automated risk classification of colon biopsies based on semantic segmentation of histopathology images J. Bokhorst Iris Nagtegaal Filippo Fraggetta Simona Vatrano W. Mesker M. Vieth Jeroen van der Laak F. Ciompi 17 0 0 16 Sep 2021
Self-Supervised Representation Learning using Visual Field Expansion on Digital Pathology Joseph Boyd Mykola Liashuha Eric Deutsch Nikos Paragios Stergios Christodoulidis Maria Vakalopoulou MedIm 16 35 0 07 Sep 2021
Whole Slide Images are 2D Point Clouds: Context-Aware Survival Prediction using Patch-based Graph Convolutional Networks Richard J. Chen Ming Y. Lu Muhammad Shaban Chengkuan Chen Tiffany Y. Chen Drew F. K. Williamson Faisal Mahmood 3DPC MedIm 49 153 0 27 Jul 2021