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Kristina Kupferschmidt's Projects

bach_proj icon bach_proj

A classification model train on BreAst Cancer Histology (BACH).

deepcontext icon deepcontext

Author's implementation of 'Unsupervised Visual Representation Learning by Context Prediction'

exemplar-cnn icon exemplar-cnn

Discriminative Unsupervised Feature Learning with Convolutional Neural Networks

hiexpan icon hiexpan

The source code used for automatic taxonomy construction method HiExpan, published in KDD 2018

histo_strengthindiversity icon histo_strengthindiversity

Code for Strength in Diversity: Understanding the impacts of diverse training sets in self-supervised pre-training for histology images

jigsawpuzzlepytorch icon jigsawpuzzlepytorch

Pytorch implementation of the method from the paper "Unsupervised Learning of Visual Representations by Solving Jigsaw Puzzles"

pcam icon pcam

The PatchCamelyon (PCam) deep learning classification benchmark.

py-wsi icon py-wsi

Python package for dealing with whole slide images (.svs) for machine learning, particularly for fast prototyping. Includes patch sampling and storing using OpenSlide. Patches may be stored in LMDB, HDF5 files, or to disk. It is highly recommended to fork and download this repository so that personal customisations can be made for your work.

setexpan icon setexpan

The source code for SetExpan framework, published in ECML-PKDD 2017

slideseg icon slideseg

A Python module that produces image patches and annotation masks from whole slide images for deep learning in digital pathology.

unet icon unet

unet for image segmentation

vision icon vision

Datasets, Transforms and Models specific to Computer Vision

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