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icecube2020's Projects

camelyon icon camelyon

The solution to cameyon16 and camelyon17 challenge and also to your own WSI data project.

clam icon clam

Data-efficient and weakly supervised computational pathology on whole slide images - Nature Biomedical Engineering

deep-histopath icon deep-histopath

A deep learning approach to predicting breast tumor proliferation scores for the TUPAC16 challenge

deepkit-framework icon deepkit-framework

The most advanced and fastest full-featured web framework for isomorphic and sophisticated TypeScript projects like complex admin or management interfaces, games, desktop and mobile apps.

deepkit-ml icon deepkit-ml

The collaborative real-time open-source machine learning devtool and training suite: Experiment execution, tracking, and debugging. With server and project management tools.

deepslide icon deepslide

Code for the Nature Scientific Reports paper "Pathologist-level classification of histologic patterns on resected lung adenocarcinoma slides with deep neural networks." A sliding window framework for classification of high resolution whole-slide images, often microscopy or histopathology images.

ha-core icon ha-core

:house_with_garden: Open source home automation that puts local control and privacy first.

nmi-wsi-diagnosis icon nmi-wsi-diagnosis

Pathologist-level interpretable whole-slide cancer diagnosis with deep learning

nuclick icon nuclick

Interactive Segmentation of Nucleus

parallelize-ml-inference icon parallelize-ml-inference

Sample code for parallelizing across multiple CPU/GPUs on a single machine to speed up deep learning inference

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