Sparse Image and Signal Processing: Wavelets and Related Geometric Multiscale Analysis, Second Edition

ISBN-13: 9781107088061 / Angielski / Twarda / 2015 / 428 str.

Jean-Luc Starck; Fionn Murtagh; Jalal Fadili

Opis

Presents state-of-the-art sparse and multiscale image and signal processing with applications in astronomy, biology, MRI, media, and forensics.

Recenzje

Review of previous edition: 'A welcome addition to the image processing library.' T. Kubota, Computing Reviews

Spis treści

1. Introduction to the world of sparsity; 2. The wavelet transform; 3. Redundant wavelet transform; 4. Nonlinear multiscale transforms; 5. Multiscale geometric transforms; 6. Sparsity and noise removal; 7. Linear inverse problems; 8. Morphological diversity; 9. Sparse blind source separation; 10. Dictionary learning; 11. Three-dimensional sparse representations; 12. Multiscale geometric analysis on the sphere; 13. Compressed sensing; 14. This book's take-home message.