Attention-based Deep Multiple Instance Learning

13 February 2018

Papers citing "Attention-based Deep Multiple Instance Learning"

50 / 236 papers shown

Title
Domain-Specific Pre-training Improves Confidence in Whole Slide Image Classification S. Chitnis Sidong Liu T. Dash T. Verlekar A. Di Ieva S. Berkovsky L. Vig A. Srinivasan 19 4 0 20 Feb 2023
Machine Learning for Cutting Planes in Integer Programming: A Survey Arnaud Deza Elias Boutros Khalil 22 24 0 17 Feb 2023
A Review of Predictive and Contrastive Self-supervised Learning for Medical Images Wei-Chien Wang E. Ahn Da-wei Feng Jinman Kim MedIm 24 27 0 10 Feb 2023
Deep Biological Pathway Informed Pathology-Genomic Multimodal Survival Prediction Lin Qiu Aminollah Khormali Kai Liu 13 9 0 06 Jan 2023
TractGraphCNN: anatomically informed graph CNN for classification using diffusion MRI tractography Yuqian Chen Fan Zhang L. Zekelman Tengfei Xue Chaoyi Zhang Yang Song N. Makris Yogesh Rathi Weidong (Tom) Cai L. O’Donnell DiffM MedIm 21 8 0 05 Jan 2023
Weakly-Supervised Deep Learning Model for Prostate Cancer Diagnosis and Gleason Grading of Histopathology Images M. Behzadi M. Madani Hanzhang Wang Jun Bai Ankit Bhardwaj A. Tarakanova H. Yamase Ga Hie Nam S. Nabavi MedIm 33 10 0 25 Dec 2022
Multi-Instance Partial-Label Learning: Towards Exploiting Dual Inexact Supervision Wei Tang Weijia Zhang Min-Ling Zhang 11 12 0 18 Dec 2022
Multi-Scale Relational Graph Convolutional Network for Multiple Instance Learning in Histopathology Images Roozbeh Bazargani L. Fazli L. Goldenberg M. Gleave A. Bashashati Septimiu Salcudean MedIm 28 7 0 17 Dec 2022
Regularized Optimal Transport Layers for Generalized Global Pooling Operations Hongteng Xu Minjie Cheng 36 4 0 13 Dec 2022
Using Multiple Instance Learning to Build Multimodal Representations Peiqi Wang W. Wells Seth Berkowitz Steven Horng Polina Golland SSL 24 6 0 11 Dec 2022
Giga-SSL: Self-Supervised Learning for Gigapixel Images Tristan Lazard Marvin Lerousseau Etienne Decencière Thomas Walter 20 17 0 06 Dec 2022
COmic: Convolutional Kernel Networks for Interpretable End-to-End Learning on (Multi-)Omics Data Jonas C. Ditz Bernhard Reuter Nícolas Pfeifer 19 1 0 02 Dec 2022
DEL-Dock: Molecular Docking-Enabled Modeling of DNA-Encoded Libraries Kirill Shmilovich Benson Chen Theofanis Karaletos Mohammad M. Sultan 11 12 0 30 Nov 2022
Challenging mitosis detection algorithms: Global labels allow centroid localization Claudio Fernandez-Martín Umay Kiraz Julio Silva-Rodríguez Sandra Morales Emiel A. M. Janssen Valery Naranjo 25 0 0 30 Nov 2022
Hierarchical Transformer for Survival Prediction Using Multimodality Whole Slide Images and Genomics Chunyuan Li Xinliang Zhu Jiawen Yao Junzhou Huang MedIm 30 11 0 29 Nov 2022
Weakly Supervised Learning Significantly Reduces the Number of Labels Required for Intracranial Hemorrhage Detection on Head CT Jacopo Teneggi P. Yi Jeremias Sulam 25 3 0 29 Nov 2022
Deep Learning-Based Prediction of Molecular Tumor Biomarkers from H&E: A Practical Review Heather D. Couture 40 20 0 27 Nov 2022
A Knowledge-based Learning Framework for Self-supervised Pre-training Towards Enhanced Recognition of Biomedical Microscopy Images Wei Chen Chen Li Dan Chen Xin Luo MedIm SSL 30 12 0 27 Nov 2022
Scene-to-Patch Earth Observation: Multiple Instance Learning for Land Cover Classification Joseph Early Y.-J. C. Deweese C. Evers Sarvapali Ramchurn 11 1 0 15 Nov 2022
Language models are good pathologists: using attention-based sequence reduction and text-pretrained transformers for efficient WSI classification Juan Pisula Katarzyna Bozek VLM MedIm 28 3 0 14 Nov 2022
MixUp-MIL: Novel Data Augmentation for Multiple Instance Learning and a Study on Thyroid Cancer Diagnosis M. Gadermayr Lukas Koller M. Tschuchnig Lea Maria Stangassinger Christina Kreutzer S. Couillard-Després G. Oostingh Anton Hittmair 32 13 0 10 Nov 2022
Embedding Space Augmentation for Weakly Supervised Learning in Whole-Slide Images Imaad Zaffar Guillaume Jaume Nasir M. Rajpoot Faisal Mahmood 35 4 0 31 Oct 2022
Iterative Patch Selection for High-Resolution Image Recognition Benjamin Bergner C. Lippert Aravindh Mahendran 18 12 0 24 Oct 2022
Multiple Instance Learning via Iterative Self-Paced Supervised Contrastive Learning Kangning Liu Weicheng Zhu Yiqiu Shen Sheng Liu N. Razavian Krzysztof J. Geras C. Fernandez‐Granda SSL 28 24 0 17 Oct 2022
Learning image representations for anomaly detection: application to discovery of histological alterations in drug development I. Zingman B. Stierstorfer C. Lempp Fabian Heinemann OOD MedIm 27 11 0 14 Oct 2022
FLamby: Datasets and Benchmarks for Cross-Silo Federated Learning in Realistic Healthcare Settings Jean Ogier du Terrail Samy Ayed Edwige Cyffers Felix Grimberg Chaoyang He ... Sai Praneeth Karimireddy Marco Lorenzi Giovanni Neglia Marc Tommasi M. Andreux FedML 38 142 0 10 Oct 2022
Bi-directional Weakly Supervised Knowledge Distillation for Whole Slide Image Classification Linhao Qu Xiao-Zhuo Luo Manning Wang Zhijian Song WSOD 26 57 0 07 Oct 2022
A patch-based architecture for multi-label classification from single label annotations Warren Jouanneau Aurélie Bugeau Marc Palyart Nicolas Papadakis Laurent Vézard 28 0 0 14 Sep 2022
FETA: Towards Specializing Foundation Models for Expert Task Applications Amit Alfassy Assaf Arbelle Oshri Halimi Sivan Harary Roei Herzig ... Christoph Auer Kate Saenko Peter W. J. Staar Rogerio Feris Leonid Karlinsky 21 19 0 08 Sep 2022
TCAM: Temporal Class Activation Maps for Object Localization in Weakly-Labeled Unconstrained Videos Soufiane Belharbi Ismail Ben Ayed Luke McCaffrey Eric Granger WSOL 39 12 0 30 Aug 2022
Attention-based Interpretable Regression of Gene Expression in Histology Mara Graziani Niccolo Marini Nicolas Deutschmann Nikita Janakarajan Henning Muller María Rodríguez Martínez MedIm 38 5 0 29 Aug 2022
Partially Relevant Video Retrieval Jianfeng Dong Xianke Chen Minsong Zhang Xun Yang Shujie Chen Xirong Li Xun Wang 14 39 0 26 Aug 2022
EGFR Mutation Prediction of Lung Biopsy Images using Deep Learning R. Gupta Shivani Nandgaonkar Nikhil Cherian Kurian S. Rane A. Sethi MedIm 29 7 0 26 Aug 2022
Patient-level Microsatellite Stability Assessment from Whole Slide Images By Combining Momentum Contrast Learning and Group Patch Embeddings D. Shats Hadar Hezi Guy Shani Y. Maruvka Moti Freiman 13 2 0 22 Aug 2022
Cluster Based Secure Multi-Party Computation in Federated Learning for Histopathology Images Seyedeh Maryam Hosseini Milad Sikaroudi Morteza Babaie H. R. Tizhoosh OOD FedML 11 10 0 21 Aug 2022
Towards Label-efficient Automatic Diagnosis and Analysis: A Comprehensive Survey of Advanced Deep Learning-based Weakly-supervised, Semi-supervised and Self-supervised Techniques in Histopathological Image Analysis Linhao Qu Siyu Liu Xiaoyu Liu Manning Wang Zhijian Song 20 56 0 18 Aug 2022
Is Attention Interpretation? A Quantitative Assessment On Sets Jonathan Haab N. Deutschmann María Rodríguez Martínez 19 7 0 26 Jul 2022
Gigapixel Whole-Slide Images Classification using Locally Supervised Learning Jingwei Zhang Xin Zhang Ke Ma Rajarsi R. Gupta Joel H. Saltz Maria Vakalopoulou Dimitris Samaras 24 24 0 17 Jul 2022
RTN: Reinforced Transformer Network for Coronary CT Angiography Vessel-level Image Quality Assessment Yiting Lu Jun Fu Xin Li Wei Zhou Sen Liu Xinxin Zhang Congfu Jia Ying Liu Zhibo Chen ViT 13 33 0 13 Jul 2022
Trusted Multi-Scale Classification Framework for Whole Slide Image Ming Feng Kele Xu Na Wu Weiquan Huang Yan Bai Changjian Wang Huaimin Wang 37 5 0 12 Jul 2022
Multiple Instance Learning with Mixed Supervision in Gleason Grading Hao Bian Zhucheng Shao Yang Chen Yifeng Wang Haoqian Wang Jian Andrew Zhang Yongbing Zhang 19 10 0 26 Jun 2022
H&E-based Computational Biomarker Enables Universal EGFR Screening for Lung Adenocarcinoma Gabriele Campanella D. J. Ho I. Häggström Anton S. Becker Jason C. Chang Chad M. Vanderbilt Thomas J. Fuchs 8 8 0 21 Jun 2022
Incorporating intratumoral heterogeneity into weakly-supervised deep learning models via variance pooling Iain Carmichael Andrew H. Song Richard J. Chen Drew F. K. Williamson Tiffany Y. Chen Faisal Mahmood 26 12 0 17 Jun 2022
DGMIL: Distribution Guided Multiple Instance Learning for Whole Slide Image Classification Linhao Qu Xiao-Zhuo Luo Shaolei Liu Manning Wang Zhijian Song VLM 25 53 0 17 Jun 2022
DSCA: A Dual-Stream Network with Cross-Attention on Whole-Slide Image Pyramids for Cancer Prognosis Pei Liu Bo Fu Feng Ye Rui Yang Bin Xu Luping Ji 11 24 0 12 Jun 2022
A robust and lightweight deep attention multiple instance learning algorithm for predicting genetic alterations Bangwei Guo Xingyu Li Miao Yang Hong Zhang Xuesong Xu MedIm 11 8 0 31 May 2022
Mapping the landscape of histomorphological cancer phenotypes using self-supervised learning on unlabeled, unannotated pathology slides A. Quiros N. Coudray A. Yeaton Xinyu Yang Bojing Liu ... H. Pass A. Moreira J. L. Quesne A. Tsirigos Ke-Fei Yuan SSL 13 5 0 04 May 2022
Differentiable Zooming for Multiple Instance Learning on Whole-Slide Images Kevin Thandiackal Boqi Chen Pushpak Pati Guillaume Jaume Drew F. K. Williamson M. Gabrani O. Goksel 20 43 0 26 Apr 2022
Contrastive learning-based computational histopathology predict differential expression of cancer driver genes Haojue Huang G. Zhou Xuejun Liu L. Deng Chengju Wu Dachuan Zhang Hui Liu MedIm 25 14 0 25 Apr 2022
Interventional Multi-Instance Learning with Deconfounded Instance-Level Prediction Tiancheng Lin Hongteng Xu Canqian Yang Yi Xu 18 24 0 20 Apr 2022