Attention-based Deep Multiple Instance Learning

13 February 2018

Papers citing "Attention-based Deep Multiple Instance Learning"

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Title
Advancing Multiple Instance Learning with Continual Learning for Whole Slide Imaging Xianrui Li Yufei Cui Jun Li Antoni B. Chan CLL VLM 25 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 33 0 0 13 May 2025
Learning Soft Sparse Shapes for Efficient Time-Series Classification Zhen Liu Yicheng Luo Yangqiu Song 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 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
Vision-Language Model-Based Semantic-Guided Imaging Biomarker for Early Lung Cancer Detection Luoting Zhuang Seyed Mohammad Hossein Tabatabaei Ramin Salehi-Rad Linh M. Tran Denise R. Aberle Ashley E. Prosper William Hsu 36 0 0 30 Apr 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
How Effective Can Dropout Be in Multiple Instance Learning ? Wenhui Zhu Peijie Qiu Xiwen Chen Zhangsihao Yang Aristeidis Sotiras Abolfazl Razi Yunhong Wang 32 0 0 21 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 41 0 0 16 Apr 2025
Prototype-Guided Diffusion for Digital Pathology: Achieving Foundation Model Performance with Minimal Clinical Data Ekaterina Redekop Mara Pleasure Vedrana Ivezić Zichen Wang Kimberly Flores Anthony Sisk W. Speier C. Arnold MedIm 33 0 0 15 Apr 2025
Predicting ulcer in H&E images of inflammatory bowel disease using domain-knowledge-driven graph neural network Ruiwen Ding Lin Li R. Soans Tosha Shah Radha Krishnan Marc Alexander Sze Sasha Lukyanov Yash Deshpande Antong Chen 21 0 0 13 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
A Survey of Pathology Foundation Model: Progress and Future Directions Conghao Xiong Hao Chen Joseph J. Y. Sung LM&MA AI4CE 53 0 0 05 Apr 2025
Leveraging Gait Patterns as Biomarkers: An attention-guided Deep Multiple Instance Learning Network for Scoliosis Classification Hao Li Yuzhi Guo Feng Jiang Qifeng Zhou Hehuan Ma Junzhou Huang 21 0 0 04 Apr 2025
GECKO: Gigapixel Vision-Concept Contrastive Pretraining in Histopathology S. Kapse Pushpak Pati Srikar Yellapragada Srijan Das Rajarsi R. Gupta Joel H. Saltz Dimitris Samaras Prateek Prasanna VLM 48 0 0 01 Apr 2025
PixelCAM: Pixel Class Activation Mapping for Histology Image Classification and ROI Localization Alexis Guichemerre Soufiane Belharbi Mohammadhadi Shateri Luke McCaffrey Eric Granger WSOL 64 0 0 31 Mar 2025
MIL vs. Aggregation: Evaluating Patient-Level Survival Prediction Strategies Using Graph-Based Learning M. R. Verdelho Alexandre Bernardino Catarina Barata 55 0 0 29 Mar 2025
AdaMHF: Adaptive Multimodal Hierarchical Fusion for Survival Prediction S. Zhang Xun Lin Rongxiang Zhang Yu Bai Yong Xu Tao Tan Xunbin Zheng Zitong Yu 41 0 0 27 Mar 2025
Cross-Modal Prototype Allocation: Unsupervised Slide Representation Learning via Patch-Text Contrast in Computational Pathology Yuxuan Chen Jiawen Li Jiali Hu Xitong Ling Tian Guan Anjia Han Yonghong He 68 0 0 26 Mar 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 Li Zhang 44 0 0 25 Mar 2025
Revisiting Automatic Data Curation for Vision Foundation Models in Digital Pathology Boqi Chen Cédric Vincent-Cuaz Lydia A. Schoenpflug Manuel Madeira Lisa Fournier ... D. Thanou V. Koelzer Pascal Frossard Gabriele Campanella Gunnar Rätsch 51 1 0 24 Mar 2025
Histomorphology-driven multi-instance learning for breast cancer WSI classification Baizhi Wang Rui Yan Wenxin Ma Xu Zhang Yuhao Wang X. Li Yunjie Gu Zihang Jiang Shuoling Zhou 46 0 0 23 Mar 2025
ModalTune: Fine-Tuning Slide-Level Foundation Models with Multi-Modal Information for Multi-task Learning in Digital Pathology Vishwesh Ramanathan Tony Xu Pushpak Pati Faruk Ahmed Maged Goubran Anne L. Martel 48 0 0 21 Mar 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 43 0 0 18 Mar 2025
HySurvPred: Multimodal Hyperbolic Embedding with Angle-Aware Hierarchical Contrastive Learning and Uncertainty Constraints for Survival Prediction Jiaqi Yang Wenting Chen Xiaohan Xing Sean He Xiaoling Luo Xinheng Lyu LinLin Shen Guoping Qiu 62 0 0 18 Mar 2025
Micro Text Classification Based on Balanced Positive-Unlabeled Learning Lin Jia Lan-Zhe Guo Zhi-Hua Zhou Si-Ye Han Zi-Wen Li Yu-Feng Li 39 0 0 17 Mar 2025
AI-Driven Rapid Identification of Bacterial and Fungal Pathogens in Blood Smears of Septic Patients Agnieszka Sroka-Oleksiak Adam Pardyl Dawid Rymarczyk Aldona Olechowska-Jarząb Katarzyna Biegun-Drożdż ... Tomasz Gosiewski Miłosz Adamczyk Henryk Telega Bartosz Zieliñski Monika Brzychczy-Włoch 54 0 0 17 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
Pathology Image Compression with Pre-trained Autoencoders Srikar Yellapragada Alexandros Graikos Kostas Triaridis Zilinghan Li Tarak Nandi Ravi K. Madduri Prateek Prasanna Joel H. Saltz Dimitris Samaras MedIm 36 0 0 14 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
Extreme Learning Machines for Attention-based Multiple Instance Learning in Whole-Slide Image Classification Rajiv Krishnakumar Julien Baglio Frederik F. Flöther Christian Ruiz Stefan Habringer Nicole H. Romano MedIm 44 0 0 13 Mar 2025
Leveraging Vision-Language Embeddings for Zero-Shot Learning in Histopathology Images M. Rahaman Ewan K. A. Millar Erik H. W. Meijering VLM 64 0 0 13 Mar 2025
Prototype-Guided Cross-Modal Knowledge Enhancement for Adaptive Survival Prediction Fengchun Liu Linghan Cai Z. Wang Zhiyuan Fan Jin-gang Yu Hao Chen Yongbing Zhang 47 0 0 13 Mar 2025
Towards Robust Multimodal Representation: A Unified Approach with Adaptive Experts and Alignment Nazanin Moradinasab S. Sengupta Jiebei Liu Sana Syed Donald Brown 60 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
Robust Multimodal Survival Prediction with the Latent Differentiation Conditional Variational AutoEncoder Junjie Zhou Jiao Tang Yingli Zuo Peng Wan Daoqiang Zhang Wei Shao 60 1 0 12 Mar 2025
MsaMIL-Net: An End-to-End Multi-Scale Aware Multiple Instance Learning Network for Efficient Whole Slide Image Classification Jiangping Wen Jinyu Wen Meie Fang 50 0 0 11 Mar 2025
Prototype-Based Multiple Instance Learning for Gigapixel Whole Slide Image Classification Susu Sun Dominique van Midden G. Litjens Christian F. Baumgartner 50 0 0 11 Mar 2025
LSA: Latent Style Augmentation Towards Stain-Agnostic Cervical Cancer Screening Jiangdong Cai Haotian Jiang Zhenrong Shen Yonghao Li Honglin Xiong Lichi Zhang Qian Wang 41 0 0 09 Mar 2025
Spatial Context-Driven Positive Pair Sampling for Enhanced Histopathology Image Classification Willmer Rafell Quinones Robles Sakonporn Noree Y. Ko Bryan Wong JongWoo Kim Mun Yi 47 0 0 07 Mar 2025
Adaptive Prototype Learning for Multimodal Cancer Survival Analysis Hong Liu Haosen Yang Federica Eduati J. Pluim M. Veta 69 1 0 06 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
CrossFusion: A Multi-Scale Cross-Attention Convolutional Fusion Model for Cancer Survival Prediction Rustin Soraki Huayu Wang J. Elmore Linda G. Shapiro MedIm 47 0 0 03 Mar 2025
Multimodal Distillation-Driven Ensemble Learning for Long-Tailed Histopathology Whole Slide Images Analysis Xitong Ling Yifeng Ping Jiawen Li Jing Peng Yuxuan Chen ... Yunhong Wang Yonghong He Tian Guan Xiaoping Liu Lianghui Zhu 34 0 0 02 Mar 2025