Pei Liu

COX Proportional risk model and survival analysis implemented by tensorflow.

liupei101

This repository is a tutorial about survival analysis based on advanced machine learning methods including Random Forest, Gradient Boosting Tree and XGBoost. All of them are implemented in R.

liupei101

[MedIA 2024] The implementation of AdvMIL: Adversarial Multiple Instance Learning for the Survival Analysis on Whole-Slide Images

liupei101

[IEEE TMI 2024] Pseudo-Bag Mixup Augmentation for Multiple Instance Learning-Based Whole Slide Image Classification

liupei101

[ESWA 2023] Implementation of DSCA: A Dual-stream Network with Cross-attention on Whole-Slide Image Pyramids for Cancer Prognosis

liupei101

This repo provides an exhaustive pipeline of processing TCGA whole-slide images for downstream multiple instance learning.

liupei101