Nonlinear Eigenproblems in Image Processing and Computer Vision

Häftad, Engelska, 2019

AvGuy Gilboa

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This unique text/reference presents a fresh look at nonlinear processing through nonlinear eigenvalue analysis, highlighting how one-homogeneous convex functionals can induce nonlinear operators that can be analyzed within an eigenvalue framework.

Produktinformation

Utgivningsdatum2019-01-24
Mått155 x 235 x undefined mm
FormatHäftad
SpråkEngelska
SerieAdvances in Computer Vision and Pattern Recognition
Antal sidor172
FörlagSpringer Nature Switzerland AG
ISBN9783030093396

Tillhör följande kategorier

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.