This book constitutes the thoroughly refereed post-conference proceedings of the International Dagstuhl-Seminar on Efficient Algorithms for Global Optimization Methods in Computer Vision, held in Dagstuhl Castle, Germany, in November 2011. The 8 revised full papers presented were carefully reviewed and selected by 12 lectures given at the seminar. The seminar focused on the entire algorithmic development pipeline for global optimization problems in computer vision: modelling, mathematical analysis, numerical solvers and parallelization. In particular, the goal of the seminar was to bring together researchers from all four fields to analyze and discuss the connections between the different stages of the algorithmic design pipeline.
Author(s): Andrés Bruhn, Thomas Pock, Xue-Cheng Tai (eds.)
Series: Lecture Notes in Computer Science 8293 Image Processing, Computer Vision, Pattern Recognition, and Graphics
Edition: 1
Publisher: Springer-Verlag Berlin Heidelberg
Year: 2014
Language: English
Pages: 175
Tags: Image Processing and Computer Vision; Algorithm Analysis and Problem Complexity; Numeric Computing; Computer Science, general; Computer Science, general; Computer Science, general
Front Matter....Pages I-VII
Dense Elastic 3D Shape Matching....Pages 1-18
Fast Regularization of Matrix-Valued Images....Pages 19-43
Recovering Piecewise Smooth Multichannel Images by Minimization of Convex Functionals with Total Generalized Variation Penalty....Pages 44-77
Half-Quadratic Algorithm for $$\ell _p$$ - $$\ell _q$$ Problems with Applications to TV- $$\ell _1$$ Image Restoration and Compressive Sensing....Pages 78-103
A Fast Algorithm for a Mean Curvature Based Image Denoising Model Using Augmented Lagrangian Method....Pages 104-118
A Smoothing Descent Method for Nonconvex TV $$^q$$ -Models....Pages 119-133
A Fast Continuous Max-Flow Approach to Non-convex Multi-labeling Problems....Pages 134-154
A Geometric Multigrid Solver on Tsubame 2.0....Pages 155-173
Back Matter....Pages 175-175
