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Viser: Sparse and Redundant Representations - From Theory to Applications in Signal and Image Processing
Sparse and Redundant Representations Vital Source e-bog
Michael Elad
(2010)
Sparse and Redundant Representations
From Theory to Applications in Signal and Image Processing
Michael Elad
(2010)
Sprog: Engelsk
Detaljer om varen
- Vital Source searchable e-book (Fixed pages)
- Udgiver: Springer Nature (August 2010)
- ISBN: 9781441970114
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Detaljer om varen
- 1. Udgave
- Hardback: 380 sider
- Udgiver: Springer New York (August 2010)
- ISBN: 9781441970107
- Part I. Theoretical and Numerical Foundations. -
1. Introduction
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2. Uniqueness and Uncertainty. -
3. Pursuit Algorithms - Practice. -
4. Pursuit Algorithms - Guarantees. -
5. From Exact to Approximate Solution. -
6. Iterated Shrinkage Algorithms. -
7. Towards Average Performance Analysis. -
8. The Danzig Selector Algorithm. - Part II. Signal and Image Processing Applications. -
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. Concluding Remarks. - Bibliography. -
Index