MIL

A Graph-Based Multi-Scale Approach With Knowledge Distillation for WSI Classification
A Graph-Based Multi-Scale Approach With Knowledge Distillation for WSI Classification

we propose a graph-based multi-scale MIL approach, termed DAS-MI

Nov 28, 2023

DAS-MIL: Distilling Across Scales for MIL Classification of Histological WSIs
DAS-MIL: Distilling Across Scales for MIL Classification of Histological WSIs

we propose a graph-based multi-scale MIL approach, termed DAS-MI

Oct 1, 2023

Enhancing PFI Prediction with GDS-MIL: A Graph-based Dual Stream MIL Approach

we propose GDS-MIL, a method that integrates a state-of-the-art MIL model with a Graph ATtention layer (GAT in short) to inject a local context into each instance before MIL aggregation, usefull for PFI prediction

Sep 5, 2023

Buffer-MIL: Robust Multi-instance Learning with a Buffer-Based Approach
Buffer-MIL: Robust Multi-instance Learning with a Buffer-Based Approach

In this work we propose Buffer-MIL, which aims at tackling the covariate shift and class imbalance characterizing most of the existing histopathological datasets.

Sep 5, 2023