Giter Site home page Giter Site logo

ilastikdiagnostictools's Introduction

IlastikDiagnosticTools

Binder

A collection of diagnostics tools for Ilastik.

Features

  • A parameter-optimization script src/paramOpt.py that runs cross-validation tests to find the optimal number of trees and features.
  • A simple test script src/runningTimeProf.py that isolates feature computation and prediction in order to profile the time for each of these stages individually.
  • A script trackingCsvDiagnostics.py to read and diagnose the conservation-tracking csv result files.

Instructions to Run the Parameter-Optimization Script

  1. Download and install the latest versions of ilastik and lazyflow.
  2. IMPORTANT: Change directory to the parent folder that contains the project (.ilp) file.
  3. Run the parameter-optimization script with the following command:

>>>python paramOpt.py --run_command=<ilastik-run-command> --project-file=<ilp-project-file>

Instructions to Run the Profiling Script

  1. Download and install the latest versions of ilastik and lazyflow.
  2. Run the profiling script with the following command:

>>>python runningTimeProf.py <project-file> <data-file> <threads-enabled> <thread-number>

Instructions to Run the Csv Diagnostics Script

The file trackingCsvDiagnostics.py allows the user to plot different tracking parameters contained in the csv files. Here's a list of the arguments available.

Argument | Description --- | --- | --- | -h, --help | show this help message and exit --file FILE | Name of conservation-tracking csv file. --lineage-ids | Plot the lineage IDs. --tracks | Plot the tracks of all the objects in the file. --object-num | Plot the number of objects per frame. --errors | Plot the errors per frame. These errors include appearing IDs and repeated IDs. --collisions | Plot the number of collisions per frame. --bounding-rect BOUNDINGRECT | Plot the bounding rectangles for the choose frame.

  1. Download and install the latest versions of ilastik and lazyflow.
  2. Run the tracking diagnostics script with the test csv file with the following command:

>>>python trackingCsvDiagnostics.py --tracks

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.