elisaoh / DICTOL_python

A Python implementation of well-known dictionary learning methods.

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DICTOL - A Discriminative dictionary Learning Toolbox for Classification (Python 2.7 version).

This Toolbox is a part of our LRSDL project.

Related publications:

  1. Tiep H. Vu, Vishal Monga. "Learning a low-rank shared dictionary for object classification." International Conference on Image Processing (ICIP) 2016. [paper].

  2. Tiep H. Vu, Vishal Monga. "Fast Low-rank Shared Dictionary Learning for Image Classification." submitted to IEEE Transactions on Image Processing.

Author: Tiep Vu

This repository is under construction, it contains the following methods: SRC, ODL, DLSI, FDDL, COPAR, LRSDL

If you experience any bugs, please let me know via the Issues tab. I'd really appreciate and fix the error ASAP. Thank you.

For more information, please see its corresponding MATLAB version.

Packages required

  1. numpy
  2. scipy

Demo

Run:

python DICTOL_python.py

from your command line.

Contact information

Tiep Vu: 
    + thv102@psu.edu
    + http://www.personal.psu.edu/thv102/

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A Python implementation of well-known dictionary learning methods.


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