Attention-based Deep Multiple Instance Learning

13 February 2018

Papers citing "Attention-based Deep Multiple Instance Learning"

50 / 757 papers shown

Title
SlideGCD: Slide-based Graph Collaborative Training with Knowledge Distillation for Whole Slide Image Classification Tong Shu Jun Shi Dongdong Sun Zhiguo Jiang Yushan Zheng 33 1 0 12 Jul 2024
DSCENet: Dynamic Screening and Clinical-Enhanced Multimodal Fusion for MPNs Subtype Classification Yuan Zhang Yaolei Qi Xiaoming Qi Yongyue Wei Guanyu Yang 43 2 0 11 Jul 2024
Benchmarking Embedding Aggregation Methods in Computational Pathology: A Clinical Data Perspective Shengjia Chen Gabriele Campanella Abdulkadir Elmas A. Stock Jennifer Zeng ... Adam J. Schoenfeld Kuan-lin Huang Jane Houldsworth Chad M. Vanderbilt Thomas J. Fuchs 47 3 0 10 Jul 2024
FALFormer: Feature-aware Landmarks self-attention for Whole-slide Image Classification Doanh C. Bui T. Vuong Jin Tae Kwak MedIm 31 1 0 10 Jul 2024
HAMIL-QA: Hierarchical Approach to Multiple Instance Learning for Atrial LGE MRI Quality Assessment K. M. A. Sultan Md Hasibul Husain Hisham Benjamin A. Orkild Alan Morris Eugene Kholmovski E. Bieging Eugene Kwan Ravi Ranjan Ed DiBella Shireen Elhabian 22 0 0 09 Jul 2024
Multiple Instance Verification Xin Xu Eibe Frank G. Holmes 31 0 0 09 Jul 2024
A Clinical Benchmark of Public Self-Supervised Pathology Foundation Models Gabriele Campanella Shengjia Chen Ruchika Verma Jennifer Zeng A. Stock ... Kuan-lin Huang Ricky Kwan Jane Houldsworth Adam J. Schoenfeld Chad M. Vanderbilt AI4MH OOD LM&MA 38 16 0 09 Jul 2024
Leveraging Transformers for Weakly Supervised Object Localization in Unconstrained Videos Shakeeb Murtaza M. Pedersoli Aydin Sarraf Eric Granger WSOL 43 0 0 08 Jul 2024
WSI-VQA: Interpreting Whole Slide Images by Generative Visual Question Answering Pingyi Chen Chenglu Zhu Sunyi Zheng Honglin Li Lin Yang 47 7 0 08 Jul 2024
GTP-4o: Modality-prompted Heterogeneous Graph Learning for Omni-modal Biomedical Representation Chenxin Li Xinyu Liu Cheng Wang Yifan Liu Weihao Yu Jing Shao Yixuan Yuan 42 13 0 08 Jul 2024
DGR-MIL: Exploring Diverse Global Representation in Multiple Instance Learning for Whole Slide Image Classification Wenhui Zhu Xiwen Chen Peijie Qiu Aristeidis Sotiras Abolfazl Razi Yalin Wang 37 5 0 04 Jul 2024
Characterizing the Interpretability of Attention Maps in Digital Pathology Tomé Albuquerque Anil Yüce Markus D. Herrmann Alvaro Gomariz 16 0 0 02 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
Multimodal Prototyping for cancer survival prediction Andrew H. Song Richard J. Chen Guillaume Jaume Anurag J. Vaidya Alexander S. Baras Faisal Mahmood 29 12 0 28 Jun 2024
PathGen-1.6M: 1.6 Million Pathology Image-text Pairs Generation through Multi-agent Collaboration Yuxuan Sun Yunlong Zhang Yixuan Si Chenglu Zhu Zhongyi Shui Kai Zhang Jingxiong Li Xingheng Lyu Tao Lin Lin Yang LM&MA VLM MedIm 41 11 0 28 Jun 2024
Multimodal Data Integration for Precision Oncology: Challenges and Future Directions Huajun Zhou Fengtao Zhou Chenyu Zhao Yingxue Xu Luyang Luo Hao Chen 32 5 0 28 Jun 2024
Prompting Whole Slide Image Based Genetic Biomarker Prediction Ling Zhang Boxiang Yun Xingran Xie Qingli Li Xinxing Li Yan Wang MedIm 24 4 0 26 Jun 2024
Joint Stream: Malignant Region Learning for Breast Cancer Diagnosis Abdul Rehman Sarfaraz Hussein Waqas Sultani 23 2 0 26 Jun 2024
Multimodal Cross-Task Interaction for Survival Analysis in Whole Slide Pathological Images Songhan Jiang Zhengyu Gan Linghan Cai Yifeng Wang Yongbing Zhang 30 0 0 25 Jun 2024
HEST-1k: A Dataset for Spatial Transcriptomics and Histology Image Analysis Guillaume Jaume Paul Doucet Andrew H. Song Ming Y. Lu Cristina Almagro-Pérez ... Anurag J. Vaidya Richard J. Chen Drew F. K. Williamson Ahrong Kim Faisal Mahmood 49 29 0 23 Jun 2024
Automatic Labels are as Effective as Manual Labels in Biomedical Images Classification with Deep Learning Niccolo Marini S. Marchesin Lluis Borras Ferris Simon Püttmann Marek Wodzinski ... Filippo Fraggetta Iris Nagtegaal Gianmaria Silvello Manfredo Atzori Henning Muller 16 1 0 20 Jun 2024
Knowledge-driven Subspace Fusion and Gradient Coordination for Multi-modal Learning Yupei Zhang Xiaofei Wang Fangliangzi Meng Jin Tang Chao Li MedIm 26 2 0 20 Jun 2024
Graph Neural Networks in Histopathology: Emerging Trends and Future Directions Siemen Brussee Giorgio Buzzanca Anne M.R. Schrader Jesper Kers 61 8 0 18 Jun 2024
AEM: Attention Entropy Maximization for Multiple Instance Learning based Whole Slide Image Classification Yunlong Zhang Zhongyi Shui Yunxuan Sun Honglin Li Jingxiong Li Chenglu Zhu Lin Yang 36 0 0 18 Jun 2024
MoME: Mixture of Multimodal Experts for Cancer Survival Prediction Conghao Xiong Hao Chen Hao Zheng Dong Wei Yefeng Zheng Joseph J. Y. Sung Irwin King MoE 34 10 0 14 Jun 2024
Memory-Efficient Sparse Pyramid Attention Networks for Whole Slide Image Analysis Weiyi Wu Chongyang Gao Xinwen Xu Siting Li Jiang Gui 32 0 0 13 Jun 2024
Embedding-based Multimodal Learning on Pan-Squamous Cell Carcinomas for Improved Survival Outcomes Asim Waqas Aakash Tripathi Paul Stewart Mia Naeini Ghulam Rasool AI4CE 39 3 0 11 Jun 2024
Unified Modeling Enhanced Multimodal Learning for Precision Neuro-Oncology Huahui Yi Xiaofei Wang Kang Li Chao Li 35 0 0 11 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 34 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 40 2 0 10 Jun 2024
CPLIP: Zero-Shot Learning for Histopathology with Comprehensive Vision-Language Alignment Sajid Javed Arif Mahmood I. I. Ganapathi Fayaz Ali Dharejo Naoufel Werghi Mohammed Bennamoun VLM LM&MA 42 12 0 07 Jun 2024
MA-AVT: Modality Alignment for Parameter-Efficient Audio-Visual Transformers Tanvir Mahmud Shentong Mo Yapeng Tian Diana Marculescu 34 4 0 07 Jun 2024
Combining Graph Neural Network and Mamba to Capture Local and Global Tissue Spatial Relationships in Whole Slide Images Ruiwen Ding Kha-Dinh Luong Erika Rodriguez Ana Cristina Araujo Lemos da Silva William Hsu Mamba 51 2 0 05 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 37 0 0 05 Jun 2024
Enhancing Multimodal Large Language Models with Multi-instance Visual Prompt Generator for Visual Representation Enrichment Wenliang Zhong Wenyi Wu Qi Li Rob Barton Boxin Du Shioulin Sam Karim Bouyarmane Ismail B. Tutar Junzhou Huang 33 3 0 05 Jun 2024
Task-oriented Embedding Counts: Heuristic Clustering-driven Feature Fine-tuning for Whole Slide Image Classification Xuenian Wang Shanshan Shi Renao Yan Qiehe Sun Lianghui Zhu Tian Guan Yonghong He 21 0 0 02 Jun 2024
mTREE: Multi-Level Text-Guided Representation End-to-End Learning for Whole Slide Image Analysis Quan Liu Ruining Deng Can Cui Tianyuan Yao V. Nath Yucheng Tang Yuankai Huo 43 0 0 28 May 2024
NMGrad: Advancing Histopathological Bladder Cancer Grading with Weakly Supervised Deep Learning Saul Fuster Umay Kiraz T. Eftestøl Emiel A. M. Janssen K. Engan 29 1 0 24 May 2024
Self-Contrastive Weakly Supervised Learning Framework for Prognostic Prediction Using Whole Slide Images Saul Fuster Farbod Khoraminia Julio Silva-Rodríguez Umay Kiraz Geert J.L.H. Leenders T. Eftestøl Valery Naranjo Emiel A. M. Janssen T. Zuiverloon K. Engan MedIm 26 0 0 24 May 2024
Benchmarking Hierarchical Image Pyramid Transformer for the classification of colon biopsies and polyps in histopathology images Nohemi Sofia Leon Contreras Marina DÁmato Francesco Ciompi Clement Grisi W. Aswolinskiy Simona Vatrano Filippo Fraggetta Iris Nagtegaal 31 0 0 24 May 2024
Explaining Black-box Model Predictions via Two-level Nested Feature Attributions with Consistency Property Yuya Yoshikawa Masanari Kimura Ryotaro Shimizu Yuki Saito FAtt 27 0 0 23 May 2024
Morphological Prototyping for Unsupervised Slide Representation Learning in Computational Pathology Andrew H. Song Richard J. Chen Tong Ding Drew F. K. Williamson Guillaume Jaume Faisal Mahmood MedIm 46 29 0 19 May 2024
Transcriptomics-guided Slide Representation Learning in Computational Pathology Guillaume Jaume Lukas Oldenburg Anurag J. Vaidya Richard J. Chen Drew F. K. Williamson Thomas Peeters Andrew H. Song Faisal Mahmood 47 25 0 19 May 2024
PRISM: A Multi-Modal Generative Foundation Model for Slide-Level Histopathology George Shaikovski Adam Casson Kristen Severson Eric Zimmermann Yi Kan Wang ... Peter Hamilton William A. Moye Eugene Vorontsov Siqi Liu Thomas J. Fuchs MedIm 40 24 0 16 May 2024
PLUTO: Pathology-Universal Transformer Dinkar Juyal Harshith Padigela Chintan Shah Daniel Shenker Natalia Harguindeguy ... E. Walk J. Abel Harsha Pokkalla A. Beck S. Grullon MedIm ViT LM&MA 25 12 0 13 May 2024
Weakly-Supervised Residual Evidential Learning for Multi-Instance Uncertainty Estimation Pei Liu Luping Ji EDL 29 4 0 07 May 2024
TimeMIL: Advancing Multivariate Time Series Classification via a Time-aware Multiple Instance Learning Xiwen Chen Peijie Qiu Wenhui Zhu Huayu Li Hao Wang Aristeidis Sotiras Yalin Wang Abolfazl Razi AI4TS 37 7 0 06 May 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 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