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

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

A package for working with whole-slide data including a fast batch iterator that can be used to train deep learning models.

Official PyTorch implementation of our NeurIPS 2022 paper: Weakly Supervised Knowledge Distillation for Whole Slide Image Classification

Re-stained whole slide image alignment

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

Codes available of a paper: An Efficient Cervical Whole Slide Image Analysis Framework Based on Multi-scale Semantic and Location Deep Features.

[CVPR'23] Histopathology Whole Slide Image Analysis with Heterogeneous Graph Representation Learning

Python package for reading DICOM WSI file sets.

Malaria Parasite Detection using Efficient Neural Ensembles. Malaria, a life threatening disease caused by the bite of the Anopheles mosquito infected with the parasite, has been a major burden towards healthcare for years leading to approximately 400,000 deaths globally every year. This study aims to build an efficient system by applying ensemb…

WSISR: Single image super-resolution for Whole slide Imaging using convolutional neural networks and self-supervised color normalization.

🚀 H2G-Net: Segmentation of breast cancer region from whole slide images

WSI classification

The implementation of our pricai18 paper "Multiple Visual Fields Cascaded Convolutional Neural Network for Breast Cancer Detection."

The code for Kernel attention transformer (KAT)

Python library for reading tiles from wsi tiff-files.

Official PyTorch implementation of our MICCAI 2022 paper: DGMIL: Distribution Guided Multiple Instance Learning for Whole Slide Image Classification.

Performs instance segmentation and classification of nuclei in Multi-Tissue Histology WSIs(generally 100k*100k pixels).

[ICCV 2023] ConSlide: Asynchronous Hierarchical Interaction Transformer with Breakup-Reorganize Rehearsal for Continual Whole Slide Image Analysis

A cross platform version of Bio library & program. Bio is a library & program for annotating, & editing various microscopy imaging formats using Bioformats supported images. including whole slide, pyramidal & series.