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A dictionary learning package for classification

Project description

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

This repo is a part of our `LRSDL project <http://signal.ee.psu.edu/lrsdl.html>`__.

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.” IEEE Transactions on Image Processing 26.11(2017):5160-5175 [paper].

Author: `Tiep Vu <http://www.personal.psu.edu/thv102/>`__

This repository 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

Installation

pip install dictol

Demo

import dictol
dictol.demo()

Contact information

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

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