sporco
Sparse Optimisation Research Code: A Python package for sparse coding and dictionary learning
Sparse Optimisation Research Code: A Python package for sparse coding and dictionary learning
To install this package, run one of the following:
SPORCO is a Python package for solving optimisation problems with sparsity-inducing regularisation. These consist primarily of sparse coding and dictionary learning problems, including convolutional sparse coding and dictionary learning, but there is also support for other problems such as Total Variation regularisation and Robust PCA. The optimisation algorithms in the current version are based on the Alternating Direction Method of Multipliers (ADMM) or on the Proximal Gradient Method (PGM).
Summary
Sparse Optimisation Research Code: A Python package for sparse coding and dictionary learning
Last Updated
Nov 19, 2025 at 15:22
License
BSD-3-Clause
Total Downloads
268.5K
Version Downloads
1.5K
Supported Platforms
GitHub Repository
https://github.com/bwohlberg/sporcoDocumentation
https://sporco.readthedocs.io/en/latest/