Data Efficient and Weakly Supervised Computational Pathology on Whole Slide Images

20 April 2020

Ming Y. Lu

Drew F. K. Williamson

Papers citing "Data Efficient and Weakly Supervised Computational Pathology on Whole Slide Images"

50 / 168 papers shown

Title
Any-to-Any Learning in Computational Pathology via Triplet Multimodal Pretraining Qichen Sun Zhengrui Guo Rui Peng Hao Chen Jinzhuo Wang MedIm 18 0 0 19 May 2025
Denoising Mutual Knowledge Distillation in Bi-Directional Multiple Instance Learning Chen Shu Boyu Fu Yiman Li Ting Yin Wenchuan Zhang Jie Chen Yuhao Yi Hong Bu 14 0 0 17 May 2025
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 17 0 0 17 May 2025
Advancing Multiple Instance Learning with Continual Learning for Whole Slide Imaging Xianrui Li Yufei Cui Jun Li Antoni B. Chan CLL VLM 33 0 0 15 May 2025
Attention-based Generative Latent Replay: A Continual Learning Approach for WSI Analysis Pratibha Kumari Daniel Reisenbuchler Afshin Bozorgpour N. Schaadt Friedrich Feuerhake Dorit Merhof CLL MedIm 41 0 0 13 May 2025
GNCAF: A GNN-based Neighboring Context Aggregation Framework for Tertiary Lymphoid Structures Semantic Segmentation in WSI Lei Su 36 0 0 13 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
Histo-Miner: Deep Learning based Tissue Features Extraction Pipeline from H&E Whole Slide Images of Cutaneous Squamous Cell Carcinoma Lucas Sancéré Carina Lorenz Doris Helbig Oana-Diana Persa Sonja Dengler ... Martim Laimer Anne Fröhlich Jennifer Landsberg Johannes Brägelmann Katarzyna Bozek 54 0 0 07 May 2025
Lifelong Whole Slide Image Analysis: Online Vision-Language Adaptation and Past-to-Present Gradient Distillation Doanh C. Bui H. Pham Vu Trung Duong Le T. Vu Van Duy Tran Khang Phuoc-Quy Nguyen Y. Nakashima CLL MedIm 29 0 0 04 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
BioX-CPath: Biologically-driven Explainable Diagnostics for Multistain IHC Computational Pathology Amaya Gallagher-Syed Henry Senior Omnia Alwazzan Elena Pontarini Michele Bombardieri C. Pitzalis M. Lewis Michael Barnes Luca Rossi Gregory G. Slabaugh 48 0 0 26 Mar 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
From Pixels to Histopathology: A Graph-Based Framework for Interpretable Whole Slide Image Analysis Alexander Weers Alexander H. Berger Laurin Lux Peter Schüffler Daniel Rueckert Johannes C. Paetzold 49 0 0 14 Mar 2025
Robust Multimodal Survival Prediction with the Latent Differentiation Conditional Variational AutoEncoder Junjie Zhou Jiao Tang Yingli Zuo Peng Wan Daoqiang Zhang Wei Shao 62 1 0 12 Mar 2025
Pathological Prior-Guided Multiple Instance Learning For Mitigating Catastrophic Forgetting in Breast Cancer Whole Slide Image Classification Weixi Zheng Aoling Huang. Jingping Yuan Jingping Yuan Haoyu Zhao Zhou Zhao Yongchao Xu Thierry Géraud CLL 60 0 0 08 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 50 0 0 28 Feb 2025
"No negatives needed": weakly-supervised regression for interpretable tumor detection in whole-slide histopathology images Marina DÁmato J. A. van der Laak F. Ciompi 48 0 0 28 Feb 2025
SEW: Self-calibration Enhanced Whole Slide Pathology Image Analysis Haoming Luo Xiaotian Yu Shengxuming Zhang Jiabin Xia Yang Jian ... Liang Xue Xiuming Zhang Jing Zhang Jing Zhang Zunlei Feng 79 0 0 17 Feb 2025
ViLa-MIL: Dual-scale Vision-Language Multiple Instance Learning for Whole Slide Image Classification Jiangbo Shi Chen Li Tieliang Gong Yefeng Zheng Huazhu Fu VLM 67 7 0 12 Feb 2025
Efficient Self-Supervised Grading of Prostate Cancer Pathology Riddhasree Bhattacharyya S. Das S. Mitra 39 0 0 28 Jan 2025
Implementing Trust in Non-Small Cell Lung Cancer Diagnosis with a Conformalized Uncertainty-Aware AI Framework in Whole-Slide Images Xiaoge Zhang Tao Wang Chao Yan Fedaa Najdawi Kai Zhou Yuan Ma Yiu-ming Cheung Bradley Malin MedIm 45 0 0 03 Jan 2025
Unlocking adaptive digital pathology through dynamic feature learning Jiawen Li Tian Guan Qingxin Xia Yunhong Wang Xitong Ling ... Xiu-Wu Bian Ziyi Wang Lingchuan Guo Chao He Yonghong He AI4CE 39 0 0 31 Dec 2024
FOCUS: Knowledge-enhanced Adaptive Visual Compression for Few-shot Whole Slide Image Classification Zhengrui Guo Conghao Xiong Jiabo Ma Qichen Sun Lishuang Feng Jinzhuo Wang Hao Chen 277 0 0 22 Nov 2024
RankByGene: Gene-Guided Histopathology Representation Learning Through Cross-Modal Ranking Consistency Wentao Huang Meilong Xu Xiaoling Hu Shahira Abousamra Aniruddha Ganguly ... Prateek Prasanna Tahsin M. Kurc Joel H. Saltz Michael L. Miller Chong Chen 86 0 0 22 Nov 2024
Unsupervised Foundation Model-Agnostic Slide-Level Representation Learning Tim Lenz Peter Neidlinger M. Ligero Georg Wolflein M. Treeck Jakob Nikolas Kather 75 2 0 20 Nov 2024
HMIL: Hierarchical Multi-Instance Learning for Fine-Grained Whole Slide Image Classification Cheng Jin Luyang Luo Huangjing Lin Jun Hou Hao Chen 57 4 0 12 Nov 2024
PathoGen-X: A Cross-Modal Genomic Feature Trans-Align Network for Enhanced Survival Prediction from Histopathology Images Akhila Krishna Nikhil Cherian Kurian Abhijeet Patil Amruta Parulekar Amit Sethi MedIm LM&MA 43 0 0 01 Nov 2024
MI-VisionShot: Few-shot adaptation of vision-language models for slide-level classification of histopathological images Pablo Meseguer Rocío del Amor Valery Naranjo VLM 39 0 0 21 Oct 2024
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
Semantic Segmentation Based Quality Control of Histopathology Whole Slide Images Abhijeet Patil Garima Jain Harsh Diwakar Jay Sawant Tripti Bameta Swapnil Rane Amit Sethi 43 1 0 04 Oct 2024
Efficient Quality Control of Whole Slide Pathology Images with Human-in-the-loop Training Abhijeet Patil Harsh Diwakar Jay Sawant Nikhil Cherian Kurian Subhash Yadav Swapnil Rane Tripti Bameta Amit Sethi OOD 29 15 0 29 Sep 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
Tissue Concepts: supervised foundation models in computational pathology Till Nicke Jan Raphael Schaefer Henning Hoefener Friedrich Feuerhake Dorit Merhof Fabian Kiessling Johannes Lotz MedIm 52 0 0 05 Sep 2024
Snuffy: Efficient Whole Slide Image Classifier Hossein Jafarinia Alireza Alipanah Danial Hamdi Saeed Razavi Nahal Mirzaie M. Rohban 3DH 55 1 0 15 Aug 2024
Rethinking Pre-Trained Feature Extractor Selection in Multiple Instance Learning for Whole Slide Image Classification Bryan Wong MunYong Yi Mun Yong Yi VLM 66 0 0 02 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 37 16 0 22 Jul 2024
WSI-VQA: Interpreting Whole Slide Images by Generative Visual Question Answering Pingyi Chen Chenglu Zhu Sunyi Zheng Honglin Li Lin Yang 60 7 0 08 Jul 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
Triage of 3D pathology data via 2.5D multiple-instance learning to guide pathologist assessments Gan Gao Andrew H. Song Fiona Wang David Brenes Rui Wang Sarah S. L. Chow K. Bishop Lawrence D. True Faisal Mahmood Jonathan T. C. Liu 34 0 0 11 Jun 2024
Genomics-guided Representation Learning for Pathologic Pan-cancer Tumor Microenvironment Subtype Prediction Fangliangzi Meng Hongrun Zhang Ruodan Yan Guohui Chuai Chao Li Qi Liu MedIm 45 2 0 10 Jun 2024
Predicting Genetic Mutation from Whole Slide Images via Biomedical-Linguistic Knowledge Enhanced Multi-label Classification Gexin Huang Chenfei Wu Mingjie Li Xiaojun Chang Ling-Hao Chen Ying Sun Shen Zhao Xiaodan Liang Liang Lin MedIm 37 0 0 05 Jun 2024
IHC Matters: Incorporating IHC analysis to H&E Whole Slide Image Analysis for Improved Cancer Grading via Two-stage Multimodal Bilinear Pooling Fusion Jun Wang Yu Mao Yufei Cui Nan Guan Chun Jason Xue 24 1 0 13 May 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
Weakly-Supervised Residual Evidential Learning for Multi-Instance Uncertainty Estimation Pei Liu Luping Ji EDL 36 4 0 07 May 2024
Multi-Scale Heterogeneity-Aware Hypergraph Representation for Histopathology Whole Slide Images Minghao Han Xukun Zhang Dingkang Yang Tao Liu Haopeng Kuang Jinghui Feng Lihua Zhang 37 1 0 30 Apr 2024
F2FLDM: Latent Diffusion Models with Histopathology Pre-Trained Embeddings for Unpaired Frozen Section to FFPE Translation M. M. Ho Shikha Dubey Yosep Chong Beatrice Knudsen Tolga Tasdizen MedIm AI4CE 45 4 0 19 Apr 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 26 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 42 3 0 26 Mar 2024