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Nonlinear Eigenproblems in Image Processing and Computer Vision
Hardcover
Series: Advances in Computer Vision and Pattern Recognition
Technology & EngineeringCalculusProgramming
ISBN13: 9783319758466
Publisher: Springer Nature
Published: Apr 17 2018
Pages: 172
Weight: 0.99
Height: 0.50 Width: 6.14 Depth: 9.21
Language: English
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. The text opens with an introduction to the mathematical background, together with a summary of classical variational algorithms for vision. This is followed by a focus on the foundations and applications of the new multi-scale representation based on non-linear eigenproblems. The book then concludes with a discussion of new numerical techniques for finding nonlinear eigenfunctions, and promising research directions beyond the convex case.
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