PySAP: Python Sparse Data Analysis Package for multidisciplinary image processing
Abstract
We present the open-source image processing software package PySAP (Python Sparse data Analysis Package) developed for the COmpressed Sensing for Magnetic resonance Imaging and Cosmology (COSMIC) project. This package provides a set of flexible tools that can be applied to a variety of compressed sensing and image reconstruction problems in various research domains. In particular, PySAP offers fast wavelet transforms and a range of integrated optimisation algorithms. In this paper we present the features available in PySAP and provide practical demonstrations on astrophysical and magnetic resonance imaging data.
- Publication:
-
Astronomy and Computing
- Pub Date:
- July 2020
- DOI:
- 10.1016/j.ascom.2020.100402
- arXiv:
- arXiv:1910.08465
- Bibcode:
- 2020A&C....3200402F
- Keywords:
-
- Image processing;
- Convex optimisation;
- Reconstruction;
- Open-source software;
- Astrophysics - Instrumentation and Methods for Astrophysics
- E-Print:
- https://python-pysap.readthedocs.io/