Towards Hierarchical Regional Transformer-based Multiple Instance
Learning

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Towards Hierarchical Regional Transformer-based Multiple Instance Learning

24 August 2023

Josef Cersovsky

Sadegh Mohammadi

Dagmar Kainmueller

Johannes Hoehne

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Papers citing "Towards Hierarchical Regional Transformer-based Multiple Instance Learning"

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Title
Deep Learning-Based Prediction of Molecular Tumor Biomarkers from H&E: A Practical Review Heather D. Couture 83 20 0 27 Nov 2022
Scaling Vision Transformers to Gigapixel Images via Hierarchical Self-Supervised Learning Richard J. Chen Chengkuan Chen Yicong Li Tiffany Y. Chen A. Trister Rahul G. Krishnan Faisal Mahmood ViT MedIm 104 430 0 06 Jun 2022
Multi-Attention Multiple Instance Learning A. Konstantinov Lev V. Utkin 68 13 0 11 Dec 2021
TransMIL: Transformer based Correlated Multiple Instance Learning for Whole Slide Image Classification Zhucheng Shao Hao Bian Yang Chen Yifeng Wang Jian Zhang Xiangyang Ji Yongbing Zhang ViT MedIm 98 679 0 02 Jun 2021
HAMIL: Hierarchical Aggregation-Based Multi-Instance Learning for Microscopy Image Classification Yanlun Tu Houchao Lei Wei Long Yang Yang 80 16 0 17 Mar 2021
Dual-stream Multiple Instance Learning Network for Whole Slide Image Classification with Self-supervised Contrastive Learning Bin Li Yin Li K. Eliceiri 93 621 0 17 Nov 2020
Whole Slide Images based Cancer Survival Prediction using Attention Guided Deep Multiple Instance Learning Networks Jiawen Yao Xinliang Zhu J. Jonnagaddala Nicholas J Hawkins Junzhou Huang 76 388 0 23 Sep 2020
Patch Transformer for Multi-tagging Whole Slide Histopathology Images Weijian Li Viet-Duy Nguyen Haofu Liao Matt Wilder Ke Cheng Jiebo Luo ViT MedIm 64 31 0 10 Jun 2019
Attention-based Deep Multiple Instance Learning Maximilian Ilse Jakub M. Tomczak Max Welling 180 1,827 0 13 Feb 2018