Attention-based Deep Multiple Instance Learning

13 February 2018

Papers citing "Attention-based Deep Multiple Instance Learning"

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Title
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 32 1 0 02 May 2024
Multi-Scale Heterogeneity-Aware Hypergraph Representation for Histopathology Whole Slide Images Minghao Han Xukun Zhang Dingkang Yang Tao Liu Haopeng Kuang Jinghui Feng Lihua Zhang 35 1 0 30 Apr 2024
Source-Free Domain Adaptation of Weakly-Supervised Object Localization Models for Histology Alexis Guichemerre Soufiane Belharbi Tsiry Mayet Shakeeb Murtaza Pourya Shamsolmoali Luke McCaffrey Eric Granger OOD 39 3 0 29 Apr 2024
Vim4Path: Self-Supervised Vision Mamba for Histopathology Images Ali Nasiri-Sarvi Vincent Quoc-Huy Trinh Hassan Rivaz Mahdi S. Hosseini 41 6 0 20 Apr 2024
Semantics-Aware Attention Guidance for Diagnosing Whole Slide Images Kechun Liu Wenjun Wu J. Elmore Linda G. Shapiro MedIm 42 1 0 16 Apr 2024
SurvMamba: State Space Model with Multi-grained Multi-modal Interaction for Survival Prediction Ying Chen Jiajing Xie Yuxiang Lin Yuhang Song Wenxian Yang Rongshan Yu Mamba 39 6 0 11 Apr 2024
Pathology-genomic fusion via biologically informed cross-modality graph learning for survival analysis Zeyu Zhang Yuanshen Zhao Jingxian Duan Yaou Liu Hairong Zheng Dong Liang Zhenyu Zhang Zhicheng Li AI4CE 23 0 0 11 Apr 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
FRACTAL: Fine-Grained Scoring from Aggregate Text Labels Yukti Makhija Priyanka Agrawal Rishi Saket A. Raghuveer 37 0 0 07 Apr 2024
Transportation mode recognition based on low-rate acceleration and location signals with an attention-based multiple-instance learning network Christos Siargkas Vasileios Papapanagiotou A. Delopoulos 21 4 0 05 Apr 2024
AdaGlimpse: Active Visual Exploration with Arbitrary Glimpse Position and Scale Adam Pardyl Michal Wronka Maciej Wolczyk Kamil Adamczewski Tomasz Trzciñski Bartosz Zieliñski 41 2 0 04 Apr 2024
Cohort-Individual Cooperative Learning for Multimodal Cancer Survival Analysis Huajun Zhou Fengtao Zhou Hao Chen 26 3 0 03 Apr 2024
Finding Regions of Interest in Whole Slide Images Using Multiple Instance Learning Martim Afonso Praphulla M. S. Bhawsar Monjoy Saha Jonas S. Almeida Arlindo L. Oliveira 18 0 0 01 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
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
Integrative Graph-Transformer Framework for Histopathology Whole Slide Image Representation and Classification Zhan Shi Jingwei Zhang Jun Kong Fusheng Wang MedIm 42 3 0 26 Mar 2024
FedMIL: Federated-Multiple Instance Learning for Video Analysis with Optimized DPP Scheduling Ashish Bastola Hao Wang Xiwen Chen Abolfazl Razi 31 0 0 26 Mar 2024
Integrating multiscale topology in digital pathology with pyramidal graph convolutional networks Victor Ibanez P. Szostak Quincy Wong Konstanty Korski Samaneh Abbasi-Sureshjani Alvaro Gomariz 27 0 0 22 Mar 2024
Hyperbolic Secant representation of the logistic function: Application to probabilistic Multiple Instance Learning for CT intracranial hemorrhage detection Francisco M. Castro-Macías Pablo Morales-Álvarez Yunan Wu Rafael Molina Aggelos K. Katsaggelos 16 2 0 21 Mar 2024
HyperGALE: ASD Classification via Hypergraph Gated Attention with Learnable Hyperedges Mehul Arora Chirag Shantilal Jain Lalith Bharadwaj Baru Kamalaker Dadi Raju Surampudi Bapi 22 0 0 21 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
Counting Network for Learning from Majority Label Kaito Shiku Shinnosuke Matsuo D. Suehiro Ryoma Bise 33 0 0 20 Mar 2024
Prompt-Guided Adaptive Model Transformation for Whole Slide Image Classification Yi-Mou Lin Zhengjie Zhu Kwang-Ting Cheng Hao Chen VLM MedIm 24 3 0 19 Mar 2024
RetMIL: Retentive Multiple Instance Learning for Histopathological Whole Slide Image Classification Hongbo Chu Qiehe Sun Jiawen Li Yuxuan Chen Lizhong Zhang Tian Guan Anjia Han Yonghong He 27 5 0 16 Mar 2024
Histo-Genomic Knowledge Distillation For Cancer Prognosis From Histopathology Whole Slide Images Zhikang Wang Yumeng Zhang Yingxue Xu S. Imoto Hao Chen Jiangning Song 25 6 0 15 Mar 2024
SELECTOR: Heterogeneous graph network with convolutional masked autoencoder for multimodal robust prediction of cancer survival Liangrui Pan Yijun Peng Yan Li Xiang Wang Wenjuan Liu Liwen Xu Qingchun Liang Shaoliang Peng 40 3 0 14 Mar 2024
PathM3: A Multimodal Multi-Task Multiple Instance Learning Framework for Whole Slide Image Classification and Captioning Qifeng Zhou Wenliang Zhong Yuzhi Guo Michael Xiao Hehuan Ma Junzhou Huang 46 10 0 13 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 40 26 0 12 Mar 2024
Accurate Spatial Gene Expression Prediction by integrating Multi-resolution features Youngmin Chung Ji Hun Ha Kyeong Chan Im Joo Sang Lee 24 17 0 12 Mar 2024
MambaMIL: Enhancing Long Sequence Modeling with Sequence Reordering in Computational Pathology Shu Yang Yihui Wang Hao Chen Mamba 21 31 0 11 Mar 2024
Semi-Supervised Multimodal Multi-Instance Learning for Aortic Stenosis Diagnosis Zhe Huang Xiaowei Yu B. Wessler Michael C. Hughes 37 2 0 09 Mar 2024
N-QR: Natural Quick Response Codes for Multi-Robot Instance Correspondence Nathan Glaser Rajashree Ravi Z. Kira 32 0 0 09 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
HistGen: Histopathology Report Generation via Local-Global Feature Encoding and Cross-modal Context Interaction Zhengrui Guo Jiabo Ma Ying Xu Yihui Wang Liansheng Wang Hao Chen 50 18 0 08 Mar 2024
Multiple Instance Learning with random sampling for Whole Slide Image Classification H. Keshvarikhojasteh J. Pluim M. Veta 16 1 0 08 Mar 2024
Fine-tuning a Multiple Instance Learning Feature Extractor with Masked Context Modelling and Knowledge Distillation Juan Pisula Katarzyna Bozek 37 2 0 08 Mar 2024
MamMIL: Multiple Instance Learning for Whole Slide Images with State Space Models Zijie Fang Yifeng Wang Zhi Wang Jian Zhang Xiangyang Ji Yongbing Zhang Mamba 39 6 0 08 Mar 2024
Beyond Multiple Instance Learning: Full Resolution All-In-Memory End-To-End Pathology Slide Modeling Gabriele Campanella Eugene Fluder Jennifer Zeng Chad M. Vanderbilt Thomas J. Fuchs MedIm 34 0 0 07 Mar 2024
Dual Graph Attention based Disentanglement Multiple Instance Learning for Brain Age Estimation Fanzhe Yan Gang Yang Yu Li Aiping Liu Xun Chen 18 3 0 02 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 36 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
FedMM: Federated Multi-Modal Learning with Modality Heterogeneity in Computational Pathology Yuanzhe Peng Jieming Bian Jie Xu 38 4 0 24 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 32 0 0 24 Feb 2024
Sparse and Structured Hopfield Networks Saul Santos Vlad Niculae Daniel McNamee Andre F. T. Martins 36 4 0 21 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 25 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 33 5 0 09 Feb 2024
Unleashing the Infinity Power of Geometry: A Novel Geometry-Aware Transformer (GOAT) for Whole Slide Histopathology Image Analysis Mingxin Liu Yunzan Liu Pengbo Xu Jiquan Ma MedIm ViT 11 3 0 08 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
A General Framework for Learning from Weak Supervision Hao Chen Jindong Wang Lei Feng Xiang Li Yidong Wang Xing Xie Masashi Sugiyama Rita Singh Bhiksha Raj 34 3 0 02 Feb 2024
$CIMIL-CRC: a clinically-informed multiple instance learning framework for patient-level colorectal cancer molecular subtypes classification from H\&E stained images$ CIMIL-CRC: a clinically-informed multiple instance learning framework for patient-level colorectal cancer molecular subtypes classification from H\&E stained images Hadar Hezi Matan Gelber Alexander Balabanov Y. Maruvka Moti Freiman 23 3 0 29 Jan 2024