Elad, Michael

Sparse and redundant representations : from theory to applications in signal and image processing / Michael Elad. - xx, 376 p. : ill. ; 24 cm.



1. Prologue. -- 2. Uniqueness and Uncertainty. -- 3. Pursuit Algorithms - Practice. -- 4. Pursuit Algorithms - Guarantees. -- 5. From Exact to Approximate Solutions. -- 6. Iterative - Shrinkage Algorithms. -- 7. Towards Average Performance Analysis. -- 8. The Dantzig - Selector Algorithm. -- 9. Sparsity - Seeking Methods in Signal Processing. -- 10. Image Deblurring - A Case Study. - 11. MAP versus MMSE Estimation. -- 12. The Quest for a Dictionary. -- 13. Image Compression - Facial Images. -- 14. Image Denoising. -- 15. Other Applications. -- 16. Epilogue

9781441970107


Image processing--Mathematics
Görüntü işleme--Matematik
Sinyal işleme--Matematik
Signal processing--Mathematics

TK5102.9 / .E43 2010