ReMix: A General and Efficient Framework for Multiple Instance Learning Based Whole Slide Image Classification

• Published in: Medical Image Computing and Computer Assisted Intervention - MICCAI 2022 Vol. 13432; pp. 35 - 45
• Main Authors: Yang, Jiawei, Chen, Hanbo, Zhao, Yu, Yang, Fan, Zhang, Yao, He, Lei, Yao, Jianhua
• Format: Book Chapter
• Language: English
• Published: Switzerland Springer 2022; Springer Nature Switzerland
• Series: Lecture Notes in Computer Science
• Subjects: Data augmentation; Deep learning; Multiple instance learning; Whole slide image

Whole slide image (WSI) classification often relies on deep weakly supervised multiple instance learning (MIL) methods to handle gigapixel resolution images and slide-level labels. Yet the decent performance of deep learning comes from harnessing massive datasets and diverse samples, urging the need...