Giter Club home page Giter Club logo

jypec's Introduction

Jypec

Lossy compressor for hyperspectral images

The idea is to eventually apply the techniques given in [1] to make a high-performant lossy hyperspectral compressor.

  • First apply a decorrelation method in the spectral direction (PCA or similar)
  • Then apply the JPEG2000 standard [2-3] to the data in the spatial direction. The idea is to tailor it to hyperspectral images, instead of using an existing implementation, to see if bit rates can be squished a little bit more.

Tests

JUnit tests are implemented to ensure all the parts of the compressor work as expected. For information about installation of JUnit please visit: https://github.com/junit-team/junit4/wiki/Download-and-Install

References

[1] Du, Qian, and James E. Fowler. "Hyperspectral image compression using JPEG2000 and principal component analysis." IEEE Geoscience and Remote Sensing Letters 4.2 (2007): 201-205.

[2] Joint photographic experts group. "JPEG2000." https://jpeg.org/jpeg2000/

[3] Taubman, David, and Michael Marcellin. JPEG2000 image compression fundamentals, standards and practice: image compression fundamentals, standards and practice. Vol. 642. Springer Science & Business Media, 2012.

jypec's People

Contributors

daniel-bg 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.