Computational and Integrative Pathology (PathologyDataScience)

Computational and Integrative Pathology

PathologyDataScience

Geek Repo

Organization for the Computational and Integrative Pathology Group at Northwestern University

Location:Chicago, IL, USA

Home Page:pathdata.io

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Computational and Integrative Pathology's repositories

BCSS

Use this to download all elements of the BCSS dataset described in: Amgad M, Elfandy H, ..., Gutman DA, Cooper LAD. Structured crowdsourcing enables convolutional segmentation of histology images. Bioinformatics. 2019. doi: 10.1093/bioinformatics/btz083

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SurvivalNet

Deep learning survival models

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SCNN

Survival Convolutional Neural Networks

NuCLS

NuCLS: A scalable crowdsourcing, deep learning approach and dataset for nucleus classification, localization and segmentation

Language:Jupyter NotebookLicense:MITStargazers:44Issues:4Issues:7

HistomicsML2

A tool for training machine-learning models with whole-slide imaging datasets

HistomicsML

An interactive machine learning framework for large histopathology images.

HiPS

Histomic Prognostic Signature (HiPS): A population-level computational histologic signature for invasive breast cancer prognosis

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MuTILs_Panoptic

Amgad M, Salgado R, Cooper LA. A panoptic segmentation approach for tumor-infiltrating lymphocyte assessment: development of the MuTILs model and PanopTILs dataset. medRxiv 2022.01.08.22268814.

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histolab

Library for Digital Pathology Image Processing

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MatDigitalPathology

Matlab functions to support analysis of digital pathology images.

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HistomicsTK

A Python library for pathology image analysis algorithms.

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HistXtract

A pipeline for extracting nuclear morphometry features from whole-slide images.

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MiscSurvivalUtils

Miscellaneous tools for data management and classical survival analysis.

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glimr

A simplified wrapper for hyperparameter search with Ray Tune.

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Mask_RCNN

Mask R-CNN for object detection and instance segmentation on Keras and TensorFlow

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RipleyK

Calculation of the Ripley K (spatial statistics) value in python

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