SPAMS

Documentation

On-line documentation

• for Matlab
• for R
• for Python (SPAMS-python 2.6.1, unified sources for python2 and python3)

Other formats

• a PDF file, for Matlab
• a PDF file, for R
• a PDF file, for Python (SPAMS-python 2.6.1, unified sources for python2 and python3)

Previous version of the documentation (SPAMS-python 2.6 with separate sources for python2 and python3)

• for Python (PDF)
• for Python (PDF)

Previous version of the documentation (SPAMS 2.5)

• for Matlab (PDF)
• for R (PDF)
• for Python (PDF)

Monograph about dictionary learning in image processing and computer vision

J. Mairal, F. Bach and J. Ponce. Sparse Modeling for Image and Vision Processing. Foundations and Trends in Computer Graphics and Vision. vol 8. number 2-3. pages 85--283. 2014

Review of Optimization Methods for Sparse Estimation

• F. Bach, R. Jenatton, J. Mairal, and G. Obozinski. Optimization with Sparsity-Inducing Penalties. Foundations and Trends in Machine Learning. vol 4. number 1. pages 1--106

Tutorials on Sparse Coding and Dictionary Learning

• course for the DENIS summer school, Tampere.
• presented at CVPR 2010.
• presented at ICCV 2009.

Other ressources

• demo for archetypal analysis