Code Monkey home page Code Monkey logo

tmd's Introduction

TMD: Topological Morphology Descriptor

The TMD performs the topological analysis of neuronal morphologies and extracts the persistence barcodes of trees.

©Blue Brain Project/EPFL 2005 – 2019. All rights reserved

Details

Author: Lida Kanari

Contributors: Pawel Dlotko, Benoit Coste

Publication:

A Topological Representation of Branching Neuronal Morphologies

Cite this article as: Kanari, L., Dłotko, P., Scolamiero, M. et al. Neuroinform (2018) 16:3. DOI: https://doi.org/10.1007/s12021-017-9341-1

Related publications:

Comprehensive Morpho-Electrotonic Analysis Shows 2 Distinct Classes of L2 and L3 Pyramidal Neurons in Human Temporal Cortex.

Cite this article as: Deitcher Y., Eyal G., Kanari L., et al. Cerebral Cortex (2017) 27:11 DOI: https://doi.org/10.1093/cercor/bhx226

Objective Classification of Neocortical Pyramidal Cells DOI: http://dx.doi.org/10.1101/349977

Developed in Blue Brain Project

Funding

The Blue Brain Project receives Swiss government funding from ETH Board of the ETH Domain (ETH = Swiss Federal Institutes of Technology) and receives support as a research center by the École polytechnique fédérale de Lausanne (EPFL).

Sotware description

This Python module includes:

  • Basic loading of neuronal morphologies in swc and h5 file format.
  • Extraction of the topological descriptors of tree morphologies.
  • Visualization of neuronal trees and neurons.
  • Ploting persistence diagrams, barcodes and images.

Supported OS

Ubuntu : 12.0, 14.04, 16.04

macOS: Sierra 10.13.3

Required Dependencies

Python : 2.7+

numpy : 1.8.1+, scipy : 0.13.3+, enum34 : 1.0.4+, scikit-learn : 0.19.1+, munkres: 1.0.12+

Optional Dependencies

h5py : 2.8.0+ (optional), matplotlib : 1.3.1+ (required for viewer mode)

Instalation instructions

virtualenv test_tmd
source ./test_tmd/bin/activate
git clone https://github.com/BlueBrain/TMD
pip install ./TMD

For installation of viewers (only works in Python2)

pip install ./TMD[viewer]

tmd's People

Contributors

lidakanari avatar eleftherioszisis avatar arnaudon avatar orena1 avatar nadavyayon avatar

Watchers

James Cloos avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.