Attention-based Deep Multiple Instance Learning

13 February 2018

Papers citing "Attention-based Deep Multiple Instance Learning"

50 / 234 papers shown

Title
Learning Soft Sparse Shapes for Efficient Time-Series Classification Zhen Liu Yicheng Luo B. Li Emadeldeen Eldele Min-man Wu Qianli Ma AI4TS 29 0 0 11 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 31 0 0 10 May 2025
Uncertainty-Weighted Image-Event Multimodal Fusion for Video Anomaly Detection SungHeon Jeong Jihong Park Mohsen Imani 59 0 0 05 May 2025
Lifelong Whole Slide Image Analysis: Online Vision-Language Adaptation and Past-to-Present Gradient Distillation Doanh C. Bui H. Pham V. Le T. Vu Van Duy Tran Khang Phuoc-Quy Nguyen Y. Nakashima CLL MedIm 26 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
A Spatially-Aware Multiple Instance Learning Framework for Digital Pathology H. Keshvarikhojasteh Mihail Tifrea Sibylle Hess J. Pluim M. Veta 54 0 0 24 Apr 2025
Improving Sound Source Localization with Joint Slot Attention on Image and Audio Inho Kim Youngkil Song Jicheol Park Won Hwa Kim Suha Kwak 22 0 0 21 Apr 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 39 0 0 16 Apr 2025
A Multi-Modal AI System for Screening Mammography: Integrating 2D and 3D Imaging to Improve Breast Cancer Detection in a Prospective Clinical Study Jungkyu Park Jan Witowski Yanqi Xu Hari M. Trivedi J. Gichoya ... Malte Westerhoff Linda Moy Laura Heacock Alana A. Lewin Krzysztof J. Geras 28 0 0 08 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 41 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 L. Zhang 44 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 42 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 58 0 0 12 Mar 2025
Multi-Modal Foundation Models for Computational Pathology: A Survey Dong Li Guihong Wan Xintao Wu Xinyu Wu Xiaohui Chen Yi He Christine G. Lian Peter K. Sorger Yevgeniy R. Semenov Chen Zhao MedIm 46 0 0 12 Mar 2025
WeakSupCon: Weakly Supervised Contrastive Learning for Encoder Pre-training Bodong Zhang Hamid Manoochehri Beatrice S. Knudsen Tolga Tasdizen SSL 73 0 0 06 Mar 2025
Distilled Prompt Learning for Incomplete Multimodal Survival Prediction Yingxue Xu Fengtao Zhou Chenyu Zhao Yihui Wang Can Yang Hao Chen VLM OffRL 52 0 0 03 Mar 2025
MIRROR: Multi-Modal Pathological Self-Supervised Representation Learning via Modality Alignment and Retention Tianyi Wang Jianan Fan Dingxin Zhang Dongnan Liu Yong-quan Xia Heng Huang Weidong Cai 39 0 0 01 Mar 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 43 0 0 28 Feb 2025
Fast and Accurate Gigapixel Pathological Image Classification with Hierarchical Distillation Multi-Instance Learning Jiuyang Dong Junjun Jiang Kui Jiang Jiahan Li Yongbing Zhang 40 0 0 28 Feb 2025
Weakly Supervised Multiple Instance Learning for Whale Call Detection and Localization in Long-Duration Passive Acoustic Monitoring Ragib Amin Nihal Benjamin Yen Runwu Shi K. Nakadai 57 0 0 28 Feb 2025
Learning county from pixels: Corn yield prediction with attention-weighted multiple instance learning Xiaoyu Wang Yuchi Ma Qunying Huang Zhengwei Yang Zhou Zhang 83 1 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 60 7 0 12 Feb 2025
CoLo-CAM: Class Activation Mapping for Object Co-Localization in Weakly-Labeled Unconstrained Videos Soufiane Belharbi Shakeeb Murtaza M. Pedersoli Ismail Ben Ayed Luke McCaffrey Eric Granger WSOL 54 4 0 28 Jan 2025
Enhancing Visual Inspection Capability of Multi-Modal Large Language Models on Medical Time Series with Supportive Conformalized and Interpretable Small Specialized Models Huayu Li Xiwen Chen C. Zhang S. Quan William D.S. Killgore Shu-Fen Wung Chen X. Chen Geng Yuan Jin Lu Ao Li 40 0 0 28 Jan 2025
Multi-Instance Partial-Label Learning with Margin Adjustment Wei Tang Yin-Fang Yang Zhaofei Wang W. Zhang M. Zhang 65 0 0 22 Jan 2025
Scalable Whole Slide Image Representation Using K-Mean Clustering and Fisher Vector Aggregation R. Gupta Shounak Das Ardhendu Sekhar Amit Sethi 36 0 0 21 Jan 2025
Transfer Learning Strategies for Pathological Foundation Models: A Systematic Evaluation in Brain Tumor Classification Ken Enda Yoshitaka Oda Zen-ichi Tanei Wang Lei Masumi Tsuda ... Shinya Tanaka Takahiro Ogawa Wang Lei Masumi Tsuda Shinya Tanaka 33 0 0 19 Jan 2025
AI-powered virtual tissues from spatial proteomics for clinical diagnostics and biomedical discovery Johann Wenckstern Eeshaan Jain Kiril Vasilev Matteo Pariset Andreas Wicki Gabriele Gut Charlotte Bunne 34 1 0 10 Jan 2025
Enhancing Unsupervised Graph Few-shot Learning via Set Functions and Optimal Transport Yonghao Liu Fausto Giunchiglia Ximing Li Lan Huang Xiaoyue Feng Renchu Guan OffRL 127 0 0 10 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 37 0 0 03 Jan 2025
Unlocking adaptive digital pathology through dynamic feature learning Jiawen Li Tian Guan Qingxin Xia Y. Wang Xitong Ling ... Xiu-Wu Bian Z. Wang Lingchuan Guo Chao He Yonghong He AI4CE 36 0 0 31 Dec 2024
Efficient and Comprehensive Feature Extraction in Large Vision-Language Model for Pathology Analysis Shengxuming Zhang Weihan Li Tianhong Gao Jiacong Hu Haoming Luo Mingli Song Xiuming Zhang Mingli Song Zunlei Feng LM&MA 103 0 0 12 Dec 2024
Beyond [cls]: Exploring the true potential of Masked Image Modeling representations Marcin Przewiȩźlikowski Randall Balestriero Wojciech Jasiński Marek 'Smieja Bartosz Zieliñski 69 0 0 04 Dec 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
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 179 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 73 1 0 20 Nov 2024
HMIL: Hierarchical Multi-Instance Learning for Fine-Grained Whole Slide Image Classification C. Jin Luyang Luo Huangjing Lin Jun Hou Hao Chen 36 3 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 38 0 0 01 Nov 2024
Multi-modal AI for comprehensive breast cancer prognostication Jan Witowski Ken Zeng Joseph Cappadona Jailan Elayoubi Elena Diana Chiru ... Adam Brufsky Francisco J. Esteva Lajos Pusztai Yann LeCun Krzysztof J. Geras 16 1 0 28 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 34 4 0 18 Oct 2024
Interpretable Vision-Language Survival Analysis with Ordinal Inductive Bias for Computational Pathology Pei Liu Luping Ji Jiaxiang Gou Bo Fu Mao Ye 21 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 47 0 0 05 Sep 2024
EEG-Language Modeling for Pathology Detection Sam Gijsen Kerstin Ritter 41 0 0 02 Sep 2024
Snuffy: Efficient Whole Slide Image Classifier Hossein Jafarinia Alireza Alipanah Danial Hamdi Saeed Razavi Nahal Mirzaie M. Rohban 3DH 45 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 50 0 0 02 Aug 2024
Virchow2: Scaling Self-Supervised Mixed Magnification Models in Pathology Eric Zimmermann Eugene Vorontsov Julian Viret Adam Casson Michal Zelechowski ... Razik Yousfi Thomas J. Fuchs Nicolò Fusi Siqi Liu Kristen Severson MedIm 31 27 0 01 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 31 13 0 22 Jul 2024
Enhancing Weakly-Supervised Histopathology Image Segmentation with Knowledge Distillation on MIL-Based Pseudo-Labels Yinsheng He Xingyu Li Roger J. Zemp VLM 35 0 0 14 Jul 2024
WSI-VQA: Interpreting Whole Slide Images by Generative Visual Question Answering Pingyi Chen Chenglu Zhu Sunyi Zheng Honglin Li Lin Yang 47 6 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 24 1 0 30 Jun 2024