Interventional Bag Multi-Instance Learning On Whole-Slide Pathological Images

13 March 2023

Papers citing "Interventional Bag Multi-Instance Learning On Whole-Slide Pathological Images"

46 / 46 papers shown

Title
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 41 0 0 16 Apr 2025
PSA-MIL: A Probabilistic Spatial Attention-Based Multiple Instance Learning for Whole Slide Image Classification Sharon Peled Y. Maruvka Moti Freiman 44 0 0 20 Mar 2025
SMILE: a Scale-aware Multiple Instance Learning Method for Multicenter STAS Lung Cancer Histopathology Diagnosis Liangrui Pan Xiaoyu Li Yutao Dou Qiya Song Jiadi Luo Qingchun Liang Shaoliang Peng 41 0 0 18 Mar 2025
MExD: An Expert-Infused Diffusion Model for Whole-Slide Image Classification Jianwei Zhao Xin Li Fan Yang Qiang Zhai Ao Luo Yang Zhao Hong-wei Cheng Huazhu Fu DiffM MedIm 53 0 0 16 Mar 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 65 7 0 12 Feb 2025
From Histopathology Images to Cell Clouds: Learning Slide Representations with Hierarchical Cell Transformer Zijiang Yang Zhongwei Qiu Tiancheng Lin Hanqing Chao Wanxing Chang ... Dakai Jin K. Yan Le Lu Hui Jiang Yun Bian DiffM 69 0 0 21 Dec 2024
Learning from Concealed Labels Zhongnian Li Meng Wei Peng Ying Tongfeng Sun Xinzheng Xu 83 0 0 03 Dec 2024
Feature-interactive Siamese graph encoder-based image analysis to predict STAS from histopathology images in lung cancer Liangrui Pan Qingchun Liang Wenwu Zeng Yijun Peng Zhenyu Zhao Yiyi Liang Jiadi Luo Xiang Wang Shaoliang Peng 69 2 0 22 Nov 2024
Ordinal Multiple-instance Learning for Ulcerative Colitis Severity Estimation with Selective Aggregated Transformer Kaito Shiku Kazuya Nishimura D. Suehiro Kiyohito Tanaka Ryoma Bise 66 0 0 22 Nov 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 182 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 C. L. P. Chen 78 0 0 22 Nov 2024
Beyond Labels: A Self-Supervised Framework with Masked Autoencoders and Random Cropping for Breast Cancer Subtype Classification Annalisa Chiocchetti Marco Dossena Christopher Irwin Luigi Portinale 26 0 0 15 Oct 2024
Queryable Prototype Multiple Instance Learning with Vision-Language Models for Incremental Whole Slide Image Classification Jiaxiang Gou Luping Ji Pei Liu Mao Ye VLM 30 0 0 14 Oct 2024
Agent Aggregator with Mask Denoise Mechanism for Histopathology Whole Slide Image Analysis Xitong Ling Minxi Ouyang Yizhi Wang Xinrui Chen Renao Yan ... Junru Cheng Tian Guan Sufang Tian Xiaoping Liu Yonghong He 28 5 0 18 Sep 2024
A New Era in Computational Pathology: A Survey on Foundation and Vision-Language Models Dibaloke Chanda Milan Aryal Nasim Yahya Soltani Masoud Ganji AI4CE VLM 41 7 0 23 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 56 0 0 02 Aug 2024
Distilling High Diagnostic Value Patches for Whole Slide Image Classification Using Attention Mechanism Tianhang Nan Hao Quan Yong Ding Xingyu Li Kai Yang Xiaoyu Cui 22 0 0 29 Jul 2024
Pathology-knowledge Enhanced Multi-instance Prompt Learning for Few-shot Whole Slide Image Classification Linhao Qu Dingkang Yang Dan Huang Qinhao Guo Rongkui Luo Shaoting Zhang Xiaosong Wang VLM 58 6 0 15 Jul 2024
Enhancing Weakly-Supervised Histopathology Image Segmentation with Knowledge Distillation on MIL-Based Pseudo-Labels Yinsheng He Xingyu Li Roger J. Zemp VLM 38 0 0 14 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 32 5 0 04 Jul 2024
Prompting Whole Slide Image Based Genetic Biomarker Prediction Ling Zhang Boxiang Yun Xingran Xie Qingli Li Xinxing Li Yan Wang MedIm 24 4 0 26 Jun 2024
AEM: Attention Entropy Maximization for Multiple Instance Learning based Whole Slide Image Classification Yunlong Zhang Zhongyi Shui Yunxuan Sun Honglin Li Jingxiong Li Chenglu Zhu Lin Yang 33 0 0 18 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
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 43 28 0 19 May 2024
Knowledge-enhanced Visual-Language Pretraining for Computational Pathology Xiao Zhou Xiaoman Zhang Chaoyi Wu Ya-Qin Zhang Weidi Xie Yanfeng Wang VLM 32 7 0 15 Apr 2024
Rethinking Attention-Based Multiple Instance Learning for Whole-Slide Pathological Image Classification: An Instance Attribute Viewpoint Linghan Cai Shenjin Huang Ye Zhang Jinpeng Lu Yongbing Zhang 23 1 0 30 Mar 2024
Towards Efficient Information Fusion: Concentric Dual Fusion Attention Based Multiple Instance Learning for Whole Slide Images Yujian Liu Ruoxuan Wu Xinjie Shen Zihuang Lu Lingyu Liang Haiyu Zhou Shipu Xu Shaoai Cai Shidang Xu MedIm 37 0 0 21 Mar 2024
Dynamic Policy-Driven Adaptive Multi-Instance Learning for Whole Slide Image Classification Tingting Zheng Kui Jiang Hongxun Yao 29 3 0 09 Mar 2024
Generalizable Whole Slide Image Classification with Fine-Grained Visual-Semantic Interaction Hao Li Ying Chen Yifei Chen Wenxian Yang Bowen Ding Yuchen Han Liansheng Wang Rongshan Yu 33 15 0 29 Feb 2024
Feature Re-Embedding: Towards Foundation Model-Level Performance in Computational Pathology Wenhao Tang Fengtao Zhou Shengyue Huang Xiang Zhu Yi Zhang Bo Liu 42 20 0 27 Feb 2024
Compact and De-biased Negative Instance Embedding for Multi-Instance Learning on Whole-Slide Image Classification Joohyung Lee Heejeong Nam Kwanhyung Lee Sangchul Hahn 22 2 0 16 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 30 5 0 09 Feb 2024
Shapley Values-enabled Progressive Pseudo Bag Augmentation for Whole Slide Image Classification Renao Yan Qiehe Sun Cheng Jin Yiqing Liu Yonghong He Tian Guan Hao Chen 35 9 0 09 Dec 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 24 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 23 27 0 13 Nov 2023
MixUp-MIL: A Study on Linear & Multilinear Interpolation-Based Data Augmentation for Whole Slide Image Classification M. Gadermayr Lukas Koller M. Tschuchnig Lea Maria Stangassinger Christina Kreutzer S. Couillard-Després G. Oostingh Anton Hittmair 27 0 0 06 Nov 2023
SC-MIL: Sparsely Coded Multiple Instance Learning for Whole Slide Image Classification Peijie Qiu Pan Xiao Wenhui Zhu Yalin Wang Aristeidis Sotiras 37 4 0 31 Oct 2023
Multi-level Multiple Instance Learning with Transformer for Whole Slide Image Classification Rui-qi Zhang Qiaozheng Zhang Yingzhuang Liu Hao Xin Y. Liu Xinggang Wang ViT MedIm 29 8 0 08 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 33 22 0 29 May 2023
Data-driven Knowledge Fusion for Deep Multi-instance Learning Yu-Xuan Zhang Zhengchun Zhou Xingxing He A. R. Adhikary Bapi Dutta 27 1 0 24 Apr 2023
Weakly supervised segmentation with point annotations for histopathology images via contrast-based variational model Hongrun Zhang Liam Burrows Y. Meng Declan Sculthorpe Abhik Mukherjee Sarah E Coupland Ke-long Chen Yalin Zheng 26 13 0 07 Apr 2023
Exploring the Interplay Between Colorectal Cancer Subtypes Genomic Variants and Cellular Morphology: A Deep-Learning Approach Hadar Hezi D. Shats Daniel Gurevich Y. Maruvka Moti Freiman 30 1 0 26 Mar 2023
Multiple Instance Learning for Digital Pathology: A Review on the State-of-the-Art, Limitations & Future Potential M. Gadermayr M. Tschuchnig 29 60 0 09 Jun 2022
Transformer based multiple instance learning for weakly supervised histopathology image segmentation Ziniu Qian K. Li M. Lai E. Chang Bingzheng Wei Yubo Fan Yan Xu ViT MedIm 42 39 0 18 May 2022
Distilling Causal Effect of Data in Class-Incremental Learning Xinting Hu Kaihua Tang C. Miao Xiansheng Hua Hanwang Zhang CML 176 175 0 02 Mar 2021