[CVPR 2024] Dynamic Graph Representation with Knowledge-aware Attention for Histopathology Whole Slide Image Analysis

1. Introduction

WiKG: Whole Slide Image is a Knowledge Graph

We demonstrate a novel whole slide image (WSI) analysis method based on graph representation called WiKG, which represents a WSI as a knowledge graph, cropped patches as graph nodes, and uses the head-to-tail embedding of patches to generate dynamic graph representations.

2. About Model Code

This repository is based on the Pytorch version of the WiKG code.

The easy-to-follow model code and train demo code have been released, and we will add more details soon.

3. About Paper

Arxiv version: https://arxiv.org/abs/2403.07719

---

Jiawen Li, H&G Pathology AI Research Team