Attention-based Deep Multiple Instance Learning

13 February 2018

Papers citing "Attention-based Deep Multiple Instance Learning"

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Title
Multi-modal AI for comprehensive breast cancer prognostication Jan Witowski Ken Zeng Joseph Cappadona Jailan Elayoubi Elena Diana Chiru ... Adam Brufsky Francisco J. Esteva Lajos Pusztai Yann LeCun Krzysztof J. Geras 18 1 0 28 Oct 2024
Foundation Models for Slide-level Cancer Subtyping in Digital Pathology Pablo Meseguer Rocío del Amor Adrián Colomer Valery Naranjo MedIm 18 0 0 21 Oct 2024
Rethinking Transformer for Long Contextual Histopathology Whole Slide Image Analysis Honglin Li Yunlong Zhang Pingyi Chen Zhongyi Shui Chenglu Zhu Lin Yang MedIm 41 4 0 18 Oct 2024
Beyond Labels: A Self-Supervised Framework with Masked Autoencoders and Random Cropping for Breast Cancer Subtype Classification Annalisa Chiocchetti Marco Dossena Christopher Irwin Luigi Portinale 26 0 0 15 Oct 2024
Queryable Prototype Multiple Instance Learning with Vision-Language Models for Incremental Whole Slide Image Classification Jiaxiang Gou Luping Ji Pei Liu Mao Ye VLM 35 0 0 14 Oct 2024
EchoPrime: A Multi-Video View-Informed Vision-Language Model for Comprehensive Echocardiography Interpretation Milos Vukadinovic Xiu Tang N. Yuan Paul Cheng Debiao Li Susan Cheng B. He David Ouyang 37 11 0 13 Oct 2024
Text Classification using Graph Convolutional Networks: A Comprehensive Survey Syed Mustafa Haider Rizvi Ramsha Imran Arif Mahmood GNN OOD FaML 23 0 0 12 Oct 2024
Scalable Signature-Based Distribution Regression via Reference Sets Andrew Alden Carmine Ventre Blanka Horvath 21 0 0 11 Oct 2024
Evaluating Computational Pathology Foundation Models for Prostate Cancer Grading under Distribution Shifts Fredrik K. Gustafsson Mattias Rantalainen OOD MedIm 29 0 0 09 Oct 2024
MECFormer: Multi-task Whole Slide Image Classification with Expert Consultation Network Doanh C. Bui Jin Tae Kwak DiffM MedIm 25 0 0 06 Oct 2024
Sm: enhanced localization in Multiple Instance Learning for medical imaging classification Francisco M. Castro-Macías Pablo Morales-Álvarez Yunan Wu Rafael Molina Aggelos K. Katsaggelos 30 1 0 04 Oct 2024
Hard Negative Sample Mining for Whole Slide Image Classification Wentao Huang Xiaoling Hu Shahira Abousamra Prateek Prasanna Chao Chen VLM 31 5 0 03 Oct 2024
SHAP-CAT: A interpretable multi-modal framework enhancing WSI classification via virtual staining and shapley-value-based multimodal fusion Jun Wang Yu Mao Nan Guan Chun Jason Xue 32 1 0 02 Oct 2024
Evaluating Deep Regression Models for WSI-Based Gene-Expression Prediction Fredrik K. Gustafsson Mattias Rantalainen 27 0 0 01 Oct 2024
Arges: Spatio-Temporal Transformer for Ulcerative Colitis Severity Assessment in Endoscopy Videos Krishna Chaitanya Pablo F. Damasceno Shreyas Fadnavis Pooya Mobadersany Chaitanya Parmar ... Lindsey Surace Louis R. Ghanem Oana Gabriela Cula Tommaso Mansi K. Standish 24 0 0 01 Oct 2024
FAST: A Dual-tier Few-Shot Learning Paradigm for Whole Slide Image Classification Kexue Fu Xiaoyuan Luo Linhao Qu Shuo Wang Ying Xiong Ilias Maglogiannis Longxiang Gao Manning Wang 31 1 0 29 Sep 2024
Reducing Overtreatment of Indeterminate Thyroid Nodules Using a Multimodal Deep Learning Model Shreeram S. Athreya Andrew Melehy Sujit Silas Armstrong Suthahar Vedrana Ivezić Ashwath Radhachandran ... Henry Zheng Maitraya Patel Rinat Masamed Corey W. Arnold W. Speier 22 0 0 27 Sep 2024
UNICORN: A Deep Learning Model for Integrating Multi-Stain Data in Histopathology Valentin Koch Sabine Bauer Valerio Luppberger Michael Joner Heribert Schunkert Julia A. Schnabel Moritz von Scheidt Carsten Marr MedIm ViT 34 0 0 26 Sep 2024
EFCM: Efficient Fine-tuning on Compressed Models for deployment of large models in medical image analysis Shaojie Li Zhaoshuo Diao 29 0 0 18 Sep 2024
Multi-Cohort Framework with Cohort-Aware Attention and Adversarial Mutual-Information Minimization for Whole Slide Image Classification Sharon Peled Y. Maruvka Moti Freiman 31 1 0 17 Sep 2024
Recent advances in deep learning and language models for studying the microbiome Binghao Yan Yunbi Nam Lingyao Li Rebecca A Deek Hongzhe Li Siyuan Ma 23 1 0 15 Sep 2024
Interpretable Vision-Language Survival Analysis with Ordinal Inductive Bias for Computational Pathology Pei Liu Luping Ji Jiaxiang Gou Bo Fu Mao Ye 29 2 0 14 Sep 2024
Tissue Concepts: supervised foundation models in computational pathology Till Nicke Jan Raphael Schaefer Henning Hoefener Friedrich Feuerhake Dorit Merhof Fabian Kiessling Johannes Lotz MedIm 50 0 0 05 Sep 2024
CanvOI, an Oncology Intelligence Foundation Model: Scaling FLOPS Differently Jonathan Zalach Inbal Gazy Assaf Avinoam Ron Sinai Eran Shmuel Inbar Gilboa Christine Swisher Naim Matasci Reva Basho David B. Agus 40 0 0 04 Sep 2024
EEG-Language Modeling for Pathology Detection Sam Gijsen Kerstin Ritter 44 0 0 02 Sep 2024
Mamba2MIL: State Space Duality Based Multiple Instance Learning for Computational Pathology Yuqi Zhang Xiaoqian Zhang Jiakai Wang Yuancheng Yang Taiying Peng Chao Tong Mamba 50 0 0 27 Aug 2024
Exploiting Conjugate Label Information for Multi-Instance Partial-Label Learning Wei Tang Weijia Zhang Min-Ling Zhang 24 3 0 26 Aug 2024
HER2 and FISH Status Prediction in Breast Biopsy H&E-Stained Images Using Deep Learning Ardhendu Sekhar Vrinda Goel Garima Jain Abhijeet Patil R. Gupta Tripti Bameta S. Rane Amit Sethi 29 1 0 25 Aug 2024
MergeUp-augmented Semi-Weakly Supervised Learning for WSI Classification Mingxi Ouyang Yuqiu Fu Renao Yan Shanshan Shi Xitong Ling Lianghui Zhu Yonghong He Tian Guan 36 3 0 23 Aug 2024
Advances in Multiple Instance Learning for Whole Slide Image Analysis: Techniques, Challenges, and Future Directions Jun Wang Yu Mao Nan Guan Chun Jason Xue 27 3 0 18 Aug 2024
HistoGym: A Reinforcement Learning Environment for Histopathological Image Analysis Zhi-Bo Liu Xiaobo Pang Jizhao Wang Shuai Liu Chen Li 39 1 0 16 Aug 2024
Snuffy: Efficient Whole Slide Image Classifier Hossein Jafarinia Alireza Alipanah Danial Hamdi Saeed Razavi Nahal Mirzaie M. Rohban 3DH 50 1 0 15 Aug 2024
M2EF-NNs: Multimodal Multi-instance Evidence Fusion Neural Networks for Cancer Survival Prediction Hui Luo Jiashuang Huang Hengrong Ju Tianyi Zhou Weiping Ding 41 0 0 08 Aug 2024
Set2Seq Transformer: Temporal and Positional-Aware Set Representations for Sequential Multiple-Instance Learning Athanasios Efthymiou S. Rudinac Monika Kackovic N. Wijnberg M. Worring ViT 41 0 0 06 Aug 2024
Multistain Pretraining for Slide Representation Learning in Pathology Guillaume Jaume Anurag J. Vaidya Andrew Zhang Andrew H. Song Richard J. Chen S. Sahai Dandan Mo Emilio Madrigal L. Le Faisal Mahmood 33 12 0 05 Aug 2024
Rethinking Pre-Trained Feature Extractor Selection in Multiple Instance Learning for Whole Slide Image Classification Bryan Wong MunYong Yi Mun Yong Yi VLM 61 0 0 02 Aug 2024
Virchow2: Scaling Self-Supervised Mixed Magnification Models in Pathology Eric Zimmermann Eugene Vorontsov Julian Viret Adam Casson Michal Zelechowski ... Razik Yousfi Thomas J. Fuchs Nicolò Fusi Siqi Liu Kristen Severson MedIm 35 29 0 01 Aug 2024
CARMIL: Context-Aware Regularization on Multiple Instance Learning models for Whole Slide Images Thiziri Nait Saada V. D. Proietto Benoît Schmauch K. V. Loga Lucas Fidon 21 0 0 01 Aug 2024
MicroMIL: Graph-based Contextual Multiple Instance Learning for Patient Diagnosis Using Microscopy Images JongWoo Kim Bryan Wong Y. Ko MunYong Yi MunYong Yi 39 0 0 31 Jul 2024
Benchmarking Histopathology Foundation Models for Ovarian Cancer Bevacizumab Treatment Response Prediction from Whole Slide Images Mayur Mallya Ali Khajegili Mirabadi H. Farahani A. Bashashati 19 3 0 30 Jul 2024
Distilling High Diagnostic Value Patches for Whole Slide Image Classification Using Attention Mechanism Tianhang Nan Hao Quan Yong Ding Xingyu Li Kai Yang Xiaoyu Cui 22 0 0 29 Jul 2024
Large-scale cervical precancerous screening via AI-assisted cytology whole slide image analysis Honglin Li Yusuan Sun Chenglu Zhu Yunlong Zhang Shichuan Zhang ... Pingyi Chen Jingxiong Li Sunyi Zheng Can Cui Lin Yang 48 3 0 28 Jul 2024
Multi-Resolution Histopathology Patch Graphs for Ovarian Cancer Subtyping Jack Breen Katie Allen K. Zucker Nicolas M. Orsi Nishant Ravikumar 53 1 0 25 Jul 2024
Multi-modal Data Binding for Survival Analysis Modeling with Incomplete Data and Annotations Linhao Qu Dan Huang Shaoting Zhang Xiaosong Wang 37 2 0 25 Jul 2024
Histopathology image embedding based on foundation models features aggregation for patient treatment response prediction Bilel Guetarni Féryal Windal H. Benhabiles Mahfoud Chaibi Romain Dubois Emmanuelle Leteurtre Dominique Collard MedIm 32 0 0 23 Jul 2024
Efficient and generalizable prediction of molecular alterations in multiple cancer cohorts using H&E whole slide images Kshitij Ingale Sun Hae Hong Qiyuan Hu Renyu Zhang Bolesław L. Osinski Mina Khoshdeli Josh Och K. Nagpal Martin C. Stumpe Rohan P. Joshi 25 0 0 22 Jul 2024
A Multimodal Knowledge-enhanced Whole-slide Pathology Foundation Model Yingxue Xu Yihui Wang Fengtao Zhou Jiabo Ma Shu Yang ... Anjia Han Ronald Cheong Kin Chan Li Liang Xiuming Zhang Hao Chen 37 15 0 22 Jul 2024
cDP-MIL: Robust Multiple Instance Learning via Cascaded Dirichlet Process Yihang Chen Tsai Hor Chan Guosheng Yin Yuming Jiang Lequan Yu 35 0 0 16 Jul 2024
Pathology-knowledge Enhanced Multi-instance Prompt Learning for Few-shot Whole Slide Image Classification Linhao Qu Dingkang Yang Dan Huang Qinhao Guo Rongkui Luo Shaoting Zhang Xiaosong Wang VLM 61 6 0 15 Jul 2024
Enhancing Weakly-Supervised Histopathology Image Segmentation with Knowledge Distillation on MIL-Based Pseudo-Labels Yinsheng He Xingyu Li Roger J. Zemp VLM 41 0 0 14 Jul 2024