Nonlinear Eigenproblems in Image Processing and Computer Vision
based on pixel decay analysis Discusses relations to other branches of image processing, such as wavelets and dictionary based methods This original work offers fascinating new insights into established signal processing techniques, integrating deep mathematical concepts from a range of different fi...
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| Format: | eBook |
| Language: | English |
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Cham
Springer International Publishing
2018, 2018
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| Edition: | 1st ed. 2018 |
| Series: | Advances in Computer Vision and Pattern Recognition
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| Subjects: | |
| Online Access: | |
| Collection: | Springer eBooks 2005- - Collection details see MPG.ReNa |
Table of Contents:
- Introduction and Motivation.- Variational Methods in Image Processing
- Total Variation and its Properties
- Eigenfunctions of One-Homogeneous Functionals
- Spectral One-Homogeneous Framework
- Applications Using Nonlinear Spectral Processing
- Numerical Methods for Finding Eigenfunctions
- Graph and Nonlocal Framework
- Beyond Convex Analysis: Decompositions with Nonlinear Flows
- Relations to Other Decomposition Methods
- Future Directions
- Appendix: Numerical Schemes