Attention-based Deep Multiple Instance Learning

13 February 2018

Papers citing "Attention-based Deep Multiple Instance Learning"

50 / 236 papers shown

Title
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
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 23 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 35 1 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 29 0 0 05 Jun 2024
Key Patches Are All You Need: A Multiple Instance Learning Framework For Robust Medical Diagnosis Diogo J. Araújo M. R. Verdelho Alceu Bissoto Jacinto C. Nascimento Carlos Santiago Catarina Barata 27 1 0 02 May 2024
DinoBloom: A Foundation Model for Generalizable Cell Embeddings in Hematology Valentin Koch S. J. Wagner Salome Kazeminia Ece Sancar Matthias Hehr Julia A. Schnabel Tingying Peng Carsten Marr AI4CE MedIm 27 5 0 07 Apr 2024
iMD4GC: Incomplete Multimodal Data Integration to Advance Precise Treatment Response Prediction and Survival Analysis for Gastric Cancer Fengtao Zhou Ying Xu Yanfen Cui Shenyang Zhang Yun Zhu ... Louis Ho Shing Lau Chu Han Dafu Zhang Zhenhui Li Hao Chen 30 1 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 34 3 0 26 Mar 2024
Dynamic Graph Representation with Knowledge-aware Attention for Histopathology Whole Slide Image Analysis Jiawen Li Yuxuan Chen Hongbo Chu Qiehe Sun Tian Guan Anjia Han Yonghong He 32 25 0 12 Mar 2024
MamMIL: Multiple Instance Learning for Whole Slide Images with State Space Models Zijie Fang Yifeng Wang Zhi Wang Jian Andrew Zhang Xiangyang Ji Yongbing Zhang Mamba 39 6 0 08 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 31 15 0 29 Feb 2024
Multiple Instance Learning for Glioma Diagnosis using Hematoxylin and Eosin Whole Slide Images: An Indian Cohort Study Ekansh Chauhan Amit Sharma M. Uppin C. V. Jawahar P. K. Vinod 27 0 0 24 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 12 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
GRASP: GRAph-Structured Pyramidal Whole Slide Image Representation Ali Khajegili Mirabadi Graham Archibald Amirali Darbandsari A. Contreras-Sanz Ramin Nakhli ... C. Gilks Peter C Black Gang Wang H. Farahani A. Bashashati 32 5 0 06 Feb 2024
Multiple Instance Learning for Uplift Modeling Yao Zhao Haipeng Zhang Shiwei Lyu Ruiying Jiang Jinjie Gu Guannan Zhang 22 2 0 15 Dec 2023
Artificial Intelligence for Digital and Computational Pathology Andrew H. Song Guillaume Jaume Drew F. K. Williamson Ming Y. Lu Anurag J. Vaidya Tiffany R. Miller Faisal Mahmood AI4CE 30 129 0 13 Dec 2023
A Unified Approach to Count-Based Weakly-Supervised Learning Vinay Shukla Zhe Zeng Kareem Ahmed Guy Van den Broeck SSL 45 5 0 22 Nov 2023
High-resolution Image-based Malware Classification using Multiple Instance Learning Tim Peters H. Farhat 12 0 0 21 Nov 2023
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 30 4 0 21 Nov 2023
Deep Learning Predicts Biomarker Status and Discovers Related Histomorphology Characteristics for Low-Grade Glioma Zijie Fang Yihang Liu Yifeng Wang Xiangyang Zhang Yang Chen ... Zhi Wang Shan Zeng Hong Shen Jun Tan Yongbing Zhang 15 2 0 11 Oct 2023
Classifying Whole Slide Images: What Matters? Long Nguyen Aiden Nibali Joshua Millward Zhen He 22 0 0 05 Oct 2023
RoFormer for Position Aware Multiple Instance Learning in Whole Slide Image Classification Etienne Pochet Rami Maroun Roger Trullo MedIm 23 2 0 03 Oct 2023
Multiple Instance Learning Framework with Masked Hard Instance Mining for Whole Slide Image Classification Wenhao Tang Sheng Huang Xiaoxian Zhang Fengtao Zhou Yi Zhang Bo Liu 26 39 0 28 Jul 2023
Weakly Supervised AI for Efficient Analysis of 3D Pathology Samples Andrew H. Song Mane Williams Drew F. K. Williamson Guillaume Jaume Andrew Zhang ... R. Serafin Jonathan T. C. Liu Alexander S. Baras Anil V. Parwani Faisal Mahmood 12 4 0 27 Jul 2023
Towards a Visual-Language Foundation Model for Computational Pathology Ming Y. Lu Bowen Chen Drew F. K. Williamson Richard J. Chen Ivy Liang ... Andrew Zhang L. Le Georg Gerber Anil V. Parwani Faisal Mahmood VLM MedIm 35 46 0 24 Jul 2023
Pathology-and-genomics Multimodal Transformer for Survival Outcome Prediction Kexin Ding Mu Zhou Dimitris N. Metaxas Shaoting Zhang 19 27 0 22 Jul 2023
Smooth Attention for Deep Multiple Instance Learning: Application to CT Intracranial Hemorrhage Detection Yunan Wu Francisco M. Castro-Macías Pablo Morales-Álvarez Rafael Molina Aggelos K. Katsaggelos 27 2 0 18 Jul 2023
cOOpD: Reformulating COPD classification on chest CT scans as anomaly detection using contrastive representations S. D. Almeida Carsten T. Lüth T. Norajitra Tassilo Wald Marco Nolden Paul F. Jaeger C. Heussel J. Biederer O. Weinheimer Klaus Maier-Hein 21 7 0 14 Jul 2023
The Whole Pathological Slide Classification via Weakly Supervised Learning Qiehe Sun Jiawen Li Jin Xu Junru Cheng Tian Guan Yonghong He 29 0 0 12 Jul 2023
Multi-Scale Prototypical Transformer for Whole Slide Image Classification Saisai Ding Jun Wang Juncheng Li Jun Shi MedIm 21 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 19 18 0 05 Jul 2023
Set Learning for Accurate and Calibrated Models Lukas Muttenthaler Robert A. Vandermeulen Qiuyi Zhang Thomas Unterthiner Klaus-Robert Muller 28 2 0 05 Jul 2023
A Universal Unbiased Method for Classification from Aggregate Observations Zixi Wei Lei Feng Bo Han Tongliang Liu Gang Niu Xiaofeng Zhu H. Shen 16 2 0 20 Jun 2023
Atrial Septal Defect Detection in Children Based on Ultrasound Video Using Multiple Instances Learning Yiman Liu Q. Huang Xiaoxiang Han Tongtong Liang Zhi-fang Zhang ... Angelos Stefanidis Jionglong Su Jiangang Chen Qingli Li Yuqi Zhang 21 7 0 06 Jun 2023
A Method for Studying Semantic Construal in Grammatical Constructions with Interpretable Contextual Embedding Spaces Gabriella Chronis Kyle Mahowald K. Erk 18 8 0 29 May 2023
Imprecise Label Learning: A Unified Framework for Learning with Various Imprecise Label Configurations Hao Chen Ankit Shah Jindong Wang R. Tao Yidong Wang Xingxu Xie Masashi Sugiyama Rita Singh Bhiksha Raj 29 12 0 22 May 2023
Provable Multi-instance Deep AUC Maximization with Stochastic Pooling Dixian Zhu Bokun Wang Zhi Chen Yaxing Wang Milan Sonka Xiaodong Wu Tianbao Yang 14 3 0 14 May 2023
TPMIL: Trainable Prototype Enhanced Multiple Instance Learning for Whole Slide Image Classification Litao Yang Deval Mehta Sidong Liu Dwarikanath Mahapatra A. Di Ieva Zongyuan Ge 24 5 0 01 May 2023
Leveraging Unlabelled Data in Multiple-Instance Learning Problems for Improved Detection of Parkinsonian Tremor in Free-Living Conditions Alexandros Papadopoulos A. Delopoulos 17 2 0 29 Apr 2023
Data and Knowledge Co-driving for Cancer Subtype Classification on Multi-Scale Histopathological Slides Bo Yu Hechang Chen Yunke Zhang Lele Cong S. Pang Hongren Zhou Z. Wang Xianling Cong 18 4 0 18 Apr 2023
Masked Pre-Training of Transformers for Histology Image Analysis Shuai Jiang Liesbeth Hondelink A. Suriawinata Saeed Hassanpour MedIm 26 13 0 14 Apr 2023
ProtoDiv: Prototype-guided Division of Consistent Pseudo-bags for Whole-slide Image Classification Rui Yang Pei Liu Luping Ji VLM DiffM 21 9 0 13 Apr 2023
Regression-based Deep-Learning predicts molecular biomarkers from pathology slides Omar S. M. El Nahhas C. Loeffler Zunamys I Carrero M. Treeck F. Kolbinger ... Michael Hoffmeister Hermann Brenner A. Brobeil J. Reis-Filho Jakob Nikolas Kather 22 46 0 11 Apr 2023
Domain Adaptive Multiple Instance Learning for Instance-level Prediction of Pathological Images Shusuke Takahama Y. Kurose Yusuke Mukuta Hiroyuki Abe Akihiko Yoshizawa T. Ushiku M. Fukayama M. Kitagawa Masaru Kitsuregawa Tatsuya Harada 15 0 0 07 Apr 2023
Transformer-based Multi-Instance Learning for Weakly Supervised Object Detection Zhaofei Wang Weijia Zhang Min-Ling Zhang ViT WSOD 15 3 0 27 Mar 2023
Exploring Visual Prompts for Whole Slide Image Classification with Multiple Instance Learning Yi-Mou Lin Zhongchen Zhao Zhengjie Zhu Lisheng Wang Kwang-Ting Cheng Hao Chen VLM 10 1 0 23 Mar 2023
Interventional Bag Multi-Instance Learning On Whole-Slide Pathological Images Tiancheng Lin Zhimiao Yu Hongyu Hu Yi Xu Changyi Chen 54 77 0 13 Mar 2023
DECOMPL: Decompositional Learning with Attention Pooling for Group Activity Recognition from a Single Volleyball Image Berker Demirel Huseyin Ozkan 29 2 0 11 Mar 2023