Giter Club home page Giter Club logo

imaging-pipeline's Introduction

imaging-pipeline

a pipeline for calcium imaging data built out of modular components

This is a small package for performing common steps in processing calcium imaging data. There's actually very little code here, because all the analyses are implemented in separate packages. This just wraps them with common arguments into something that can be run from the command line.

If this doesn't match your needs, you can build your own version from the same components!

install

For now, just clone this repository and run by calling

bin/imaging-pipeline

Once it's more fleshed out it will be installable using pip.

commands

registration -i /input -o /output -a crosscorr

Perform image registration.

Options

  • -i input data
  • -o output location
  • -a algorithm

extraction -i /input -o /output -a nmf

Perform source extraction.

Options

  • -i input data
  • -o output location
  • -a algorithm

visualization -i /input -o /output -ft detrend -fs median -dt 1 -ds 5

Generate a movie to visualize raw data with optional filtering and downsampling.

Options

  • -i input data
  • -o output location
  • -ft temporal filtering
  • -fs spatial filtering
  • -dt temporal downsampling
  • -ds spatial downsampling

regression -i /input -o /output -x covariates.json

Perform pixel-wise linear regression.

Options

  • -i input data
  • -o output location
  • -x covariates

summarization -i /input -o /output

Summarize a data set using summary statistics (mean, variance, max, local correlation).

Options

  • -i input data
  • -o output location

imaging-pipeline's People

Contributors

freeman-lab avatar

Stargazers

Mark Bucklin avatar

Watchers

James Cloos avatar  avatar  avatar

Recommend Projects

  • React photo React

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

  • Vue.js photo Vue.js

    ๐Ÿ–– 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. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

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 โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.