Nonlinear Eigenproblems in Image Processing and Computer Vision (repost)
Nonlinear Eigenproblems in Image Processing and Computer Vision (Advances in Computer Vision and Pattern Recognition)
by Guy Gilboa
English | 2018 | ISBN: 3319758462 | 186 Pages | PDF | 5 MB
by Guy Gilboa
English | 2018 | ISBN: 3319758462 | 186 Pages | PDF | 5 MB
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.