Transformer based multiple instance learning for WSI breast cancer classification

Chengyang Gao, Qiule Sun, Wen Zhu, Lizhi Zhang, Jianxin Zhang, Bin Liu, Junxing Zhang

Abstract: Highlights•Propose a HTransMIL model for breast cancer image classification on WSI.•Adaptively capture the correlation and global contextual information of images.•Visualize deep features and learning process of MIL for histopathology images.•Extensively evaluate HTransMIL on three WSI breast cancer datasets.