Open source tools for computational pathology - Nature BME

Hierarchical Image Pyramid Transformer - CVPR 2022 (Oral)

Tools for computational pathology

Computational Pathology Toolbox developed by TIA Centre, University of Warwick.

DSMIL: Dual-stream multiple instance learning networks for tumor detection in Whole Slide Image

Towards a general-purpose foundation model for computational pathology - Nature Medicine

Ressources of histopathology datasets

A vision-language foundation model for computational pathology - Nature Medicine

Fusing Histology and Genomics via Deep Learning - IEEE TMI

Powerful, open-source AI tools for digital pathology.

cGAN-based Multi Organ Nuclei Segmentation

AI-based pathology predicts origins for cancers of unknown primary - Nature

Self-Supervised Vision Transformers Learn Visual Concepts in Histopathology (LMRL Workshop, NeurIPS 2021)

[NeurIPS 2023 Oral] Quilt-1M: One Million Image-Text Pairs for Histopathology.

Code for paper: DGR-MIL: Exploring Diverse Global Representation in Multiple Instance Learning for Whole Slide Image Classification [ECCV 2024]

Context-Aware Survival Prediction using Patch-based Graph Convolutional Networks - MICCAI 2021

Whole Slide Image segmentation with weakly supervised multiple instance learning on TCGA | MICCAI2020 https://arxiv.org/abs/2004.05024

Stain normalization tools for histological analysis and computational pathology

Code for the paper " PDL: Regularizing Multiple Instance Learning with Progressive Dropout Layers "

Fast and scalable search of whole-slide images via self-supervised deep learning - Nature Biomedical Engineering