Whole Slide Images based Cancer Survival Prediction using Attention Guided Deep Multiple Instance Learning Networks

23 September 2020

Papers citing "Whole Slide Images based Cancer Survival Prediction using Attention Guided Deep Multiple Instance Learning Networks"

50 / 54 papers shown

Title
Multimodal Cancer Survival Analysis via Hypergraph Learning with Cross-Modality Rebalance Mingcheng Qu Guang Yang Donglin Di Tonghua Su Yue Gao Yang Song Lei Fan 22 0 0 17 May 2025
SimMIL: A Universal Weakly Supervised Pre-Training Framework for Multi-Instance Learning in Whole Slide Pathology Images Yicheng Song Tiancheng Lin Die Peng Su Yang Yi Xu MedIm 36 0 0 10 May 2025
Self-Supervision Enhances Instance-based Multiple Instance Learning Methods in Digital Pathology: A Benchmark Study Ali Mammadov Loic Le Folgoc Julien Adam Anne Buronfosse Gilles Hayem Guillaume Hocquet Pietro Gori SSL 45 0 0 02 May 2025
Weakly Semi-supervised Whole Slide Image Classification by Two-level Cross Consistency Supervision Linhao Qu Shiman Li Xiaoyuan Luo Shaolei Liu Qinhao Guo Manning Wang Zhijian Song 48 0 0 16 Apr 2025
VGAT: A Cancer Survival Analysis Framework Transitioning from Generative Visual Question Answering to Genomic Reconstruction Zizhi Chen Minghao Han Xukun Zhang Shuwei Ma Tao Liu Xing Wei Li Zhang 54 0 0 25 Mar 2025
Fast and Accurate Gigapixel Pathological Image Classification with Hierarchical Distillation Multi-Instance Learning Jiuyang Dong Junjun Jiang Kui Jiang Jiahan Li Yongbing Zhang 56 0 0 28 Feb 2025
Rethinking Transformer for Long Contextual Histopathology Whole Slide Image Analysis Honglin Li Yunlong Zhang Pingyi Chen Zhongyi Shui Chenglu Zhu Lin Yang MedIm 62 4 0 18 Oct 2024
Improving Colorectal Cancer Screening and Risk Assessment through Predictive Modeling on Medical Images and Records Shuai Jiang Christina Robinson Joseph Anderson William Hisey Lynn Butterly A. Suriawinata Saeed Hassanpour 24 0 0 13 Oct 2024
Interpretable Vision-Language Survival Analysis with Ordinal Inductive Bias for Computational Pathology Pei Liu Luping Ji Jiaxiang Gou Bo Fu Mao Ye 41 2 0 14 Sep 2024
SCMIL: Sparse Context-aware Multiple Instance Learning for Predicting Cancer Survival Probability Distribution in Whole Slide Images Zekang Yang Hong Liu Xiangdong Wang 29 1 0 30 Jun 2024
FORESEE: Multimodal and Multi-view Representation Learning for Robust Prediction of Cancer Survival Liangrui Pan Yijun Peng Yan Li Yiyi Liang Liwen Xu Qingchun Liang Shaoliang Peng 41 0 0 13 May 2024
Finding Regions of Interest in Whole Slide Images Using Multiple Instance Learning Martim Afonso Praphulla M. S. Bhawsar Monjoy Saha Jonas S. Almeida Arlindo L. Oliveira 28 0 0 01 Apr 2024
Integrative Graph-Transformer Framework for Histopathology Whole Slide Image Representation and Classification Zhan Shi Jingwei Zhang Jun Kong Fusheng Wang MedIm 47 3 0 26 Mar 2024
PathM3: A Multimodal Multi-Task Multiple Instance Learning Framework for Whole Slide Image Classification and Captioning Qifeng Zhou Wenliang Zhong Yuzhi Guo Michael Xiao Hehuan Ma Junzhou Huang 54 10 0 13 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 49 21 0 27 Feb 2024
A self-supervised framework for learning whole slide representations X. Hou Cheng Jiang A. Kondepudi Yiwei Lyu Asadur Chowdury Honglak Lee Todd C. Hollon MedIm 38 5 0 09 Feb 2024
Long-MIL: Scaling Long Contextual Multiple Instance Learning for Histopathology Whole Slide Image Analysis Honglin Li Yunlong Zhang Chenglu Zhu Jiatong Cai Sunyi Zheng Lin Yang VLM 48 4 0 21 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 51 2 0 17 Nov 2023
Rotation-Agnostic Image Representation Learning for Digital Pathology Saghir Alfasly A. Shafique Peyman Nejat Jibran A. Khan Areej Alsaafin Ghazal Alabtah H. R. Tizhoosh MedIm 39 6 0 14 Nov 2023
Attention-Challenging Multiple Instance Learning for Whole Slide Image Classification Yunlong Zhang Honglin Li Yuxuan Sun Sunyi Zheng Chenglu Zhu Lin Yang 35 29 0 13 Nov 2023
Classifying Whole Slide Images: What Matters? Long Nguyen Aiden Nibali Joshua Millward Zhen He 32 0 0 05 Oct 2023
RoFormer for Position Aware Multiple Instance Learning in Whole Slide Image Classification Etienne Pochet Rami Maroun Roger Trullo MedIm 28 2 0 03 Oct 2023
The Whole Pathological Slide Classification via Weakly Supervised Learning Qiehe Sun Jiawen Li Jin Xu Junru Cheng Tian Guan Yonghong He 37 0 0 12 Jul 2023
Multi-Scale Prototypical Transformer for Whole Slide Image Classification Saisai Ding Jun Wang Juncheng Li Jun Shi MedIm 29 17 0 05 Jul 2023
Rethinking Multiple Instance Learning for Whole Slide Image Classification: A Good Instance Classifier is All You Need Linhao Qu Yingfan Ma Xiao-Zhuo Luo Manning Wang Zhijian Song VLM 39 20 0 05 Jul 2023
ProMIL: Probabilistic Multiple Instance Learning for Medical Imaging Lukasz Struski Dawid Rymarczyk Arkadiusz Lewicki R. Sabiniewicz Jacek Tabor Bartosz Zieliñski 34 5 0 18 Jun 2023
Context-Aware Self-Supervised Learning of Whole Slide Images Milan Aryal Nasim Yahya Soltani 24 5 0 07 Jun 2023
The Rise of AI Language Pathologists: Exploring Two-level Prompt Learning for Few-shot Weakly-supervised Whole Slide Image Classification Linhao Qu X. Luo Kexue Fu Manning Wang Zhijian Song 46 22 0 29 May 2023
Eye tracking guided deep multiple instance learning with dual cross-attention for fundus disease detection Hongyang Jiang Jingqi Huang Chen Tang Xiaoqin Zhang Mengdi Gao Jiang-Dong Liu 40 2 0 25 Apr 2023
Masked Pre-Training of Transformers for Histology Image Analysis Shuai Jiang Liesbeth Hondelink A. Suriawinata Saeed Hassanpour MedIm 31 15 0 14 Apr 2023
Interventional Bag Multi-Instance Learning On Whole-Slide Pathological Images Tiancheng Lin Zhimiao Yu Hongyu Hu Yi Xu Changyi Chen 64 81 0 13 Mar 2023
Multi-Scale Relational Graph Convolutional Network for Multiple Instance Learning in Histopathology Images Roozbeh Bazargani L. Fazli L. Goldenberg M. Gleave A. Bashashati Septimiu Salcudean MedIm 41 7 0 17 Dec 2022
Attention-based Multiple Instance Learning for Survival Prediction on Lung Cancer Tissue Microarrays Jonas Ammeling L. Schmidt J. Ganz T. Niedermair Christoph Brochhausen-Delius C. Schulz Katharina Breininger Marc Aubreville 25 1 0 15 Dec 2022
AdvMIL: Adversarial Multiple Instance Learning for the Survival Analysis on Whole-Slide Images Pei Liu Luping Ji Feng Ye Bo Fu 36 27 0 13 Dec 2022
Hierarchical Transformer for Survival Prediction Using Multimodality Whole Slide Images and Genomics Chunyuan Li Xinliang Zhu Jiawen Yao Junzhou Huang MedIm 30 11 0 29 Nov 2022
Language models are good pathologists: using attention-based sequence reduction and text-pretrained transformers for efficient WSI classification Juan Pisula Katarzyna Bozek VLM MedIm 36 3 0 14 Nov 2022
Bi-directional Weakly Supervised Knowledge Distillation for Whole Slide Image Classification Linhao Qu Xiao-Zhuo Luo Manning Wang Zhijian Song WSOD 31 59 0 07 Oct 2022
Towards Label-efficient Automatic Diagnosis and Analysis: A Comprehensive Survey of Advanced Deep Learning-based Weakly-supervised, Semi-supervised and Self-supervised Techniques in Histopathological Image Analysis Linhao Qu Siyu Liu Xiaoyu Liu Manning Wang Zhijian Song 40 57 0 18 Aug 2022
DSCA: A Dual-Stream Network with Cross-Attention on Whole-Slide Image Pyramids for Cancer Prognosis Pei Liu Bo Fu Feng Ye Rui Yang Bin Xu Luping Ji 21 24 0 12 Jun 2022
A robust and lightweight deep attention multiple instance learning algorithm for predicting genetic alterations Bangwei Guo Xingyu Li Miao Yang Hong Zhang Xuesong Xu MedIm 13 8 0 31 May 2022
Mapping the landscape of histomorphological cancer phenotypes using self-supervised learning on unlabeled, unannotated pathology slides A. Quiros N. Coudray A. Yeaton Xinyu Yang Bojing Liu ... H. Pass A. Moreira J. L. Quesne A. Tsirigos Ke-Fei Yuan SSL 21 5 0 04 May 2022
Differentiable Zooming for Multiple Instance Learning on Whole-Slide Images Kevin Thandiackal Boqi Chen Pushpak Pati Guillaume Jaume Drew F. K. Williamson M. Gabrani O. Goksel 22 43 0 26 Apr 2022
Interventional Multi-Instance Learning with Deconfounded Instance-Level Prediction Tiancheng Lin Hongteng Xu Canqian Yang Yi Xu 32 24 0 20 Apr 2022
Brain Cancer Survival Prediction on Treatment-na ive MRI using Deep Anchor Attention Learning with Vision Transformer Xuan Xu Prateek Prasanna ViT MedIm 27 7 0 03 Feb 2022
Multi-Attention Multiple Instance Learning A. Konstantinov Lev V. Utkin 28 13 0 11 Dec 2021
Hybrid guiding: A multi-resolution refinement approach for semantic segmentation of gigapixel histopathological images André Pedersen Erik Smistad T. V. Rise V. G. Dale H. S. Pettersen T. Nordmo D. Bouget Ingerid Reinertsen Marit Valla 34 3 0 07 Dec 2021
Towards Explainable End-to-End Prostate Cancer Relapse Prediction from H&E Images Combining Self-Attention Multiple Instance Learning with a Recurrent Neural Network Esther Dietrich Patrick Fuhlert Anne Ernst G. Sauter M. Lennartz H. Stiehl Marina Zimmermann Stefan Bonn 28 4 0 26 Nov 2021
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 22 20 0 05 Nov 2021
AMMASurv: Asymmetrical Multi-Modal Attention for Accurate Survival Analysis with Whole Slide Images and Gene Expression Data Ruoqi Wang Ziwang Huang Haitao Wang Hejun Wu 25 6 0 28 Aug 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 57 153 0 27 Jul 2021