IEEE

Focus Your Attention: Multiple Instance Learning With Attention Modification for Whole Slide Pathological Image Classification

Abstract: Computer-aided pathology diagnosis based on whole slide images, which is often formulated as a weakly supervised multiple instance learning (MIL) paradigm. Current approaches generally ...
GitHub

Accessible and interoperable whole slide image analysis

LazySlide is a Python framework for whole slide image (WSI) analysis, designed to integrate seamlessly with the scverse ecosystem. By adopting standardized data structures and APIs familiar to the ...
IEEE

Rethinking Multiple Instance Learning for Whole Slide Image Classification: A Bag-Level Classifier is a Good Instance-Level Teacher

Abstract: Multiple Instance Learning (MIL) has demonstrated promise in Whole Slide Image (WSI) classification. However, a major challenge persists due to the high computational cost associated with ...