This book constitutes the refereed proceedings of the 5th International Workshop on Energy Minimization Methods in Computer Vision and Pattern Recognition, EMMCVPR 2005, held in St. Augustine, FL, USA in November 2005.
The 24 revised full papers and 18 poster papers presented were carefully reviewed and selected from 120 submissions. The papers are organized in topical sections on probabilistic and informational approaches, combinatorial approaches, variational approaches, and other approaches and applications.
Author(s): Guillaume Perrin, Xavier Descombes, Josiane Zerubia (auth.), Anand Rangarajan, Baba Vemuri, Alan L. Yuille (eds.)
Series: Lecture Notes in Computer Science 3757 : Image Processing, Computer Vision, Pattern Recognition, and Graphics
Edition: 1
Publisher: Springer-Verlag Berlin Heidelberg
Year: 2005
Language: English
Pages: 666
Tags: Pattern Recognition; Image Processing and Computer Vision; Artificial Intelligence (incl. Robotics); Computer Graphics; Algorithm Analysis and Problem Complexity; Computation by Abstract Devices
Front Matter....Pages -
Front Matter....Pages 1-1
Adaptive Simulated Annealing for Energy Minimization Problem in a Marked Point Process Application....Pages 3-17
A Computational Approach to Fisher Information Geometry with Applications to Image Analysis....Pages 18-33
Optimizing the Cauchy-Schwarz PDF Distance for Information Theoretic, Non-parametric Clustering....Pages 34-45
Concurrent Stereo Matching: An Image Noise-Driven Model....Pages 46-59
Color Correction of Underwater Images for Aquatic Robot Inspection....Pages 60-73
Bayesian Image Segmentation Using Gaussian Field Priors....Pages 74-89
Handling Missing Data in the Computation of 3D Affine Transformations....Pages 90-106
Maximum-Likelihood Estimation of Biological Growth Variables....Pages 107-118
Deformable-Model Based Textured Object Segmentation....Pages 119-135
Total Variation Minimization and a Class of Binary MRF Models....Pages 136-152
Exploiting Inference for Approximate Parameter Learning in Discriminative Fields: An Empirical Study....Pages 153-168
Front Matter....Pages 169-169
Probabilistic Subgraph Matching Based on Convex Relaxation....Pages 171-186
Relaxation of Hard Classification Targets for LSE Minimization....Pages 187-202
Linear Programming Matching and Appearance-Adaptive Object Tracking....Pages 203-219
Extraction of Layers of Similar Motion Through Combinatorial Techniques....Pages 220-234
Object Categorization by Compositional Graphical Models....Pages 235-250
Learning Hierarchical Shape Models from Examples....Pages 251-267
Discontinuity Preserving Phase Unwrapping Using Graph Cuts....Pages 268-284
Retrieving Articulated 3-D Models Using Medial Surfaces and Their Graph Spectra....Pages 285-300
Spatio-temporal Segmentation Using Dominant Sets....Pages 301-315
Front Matter....Pages 169-169
Stable Bounded Canonical Sets and Image Matching....Pages 316-331
Coined Quantum Walks Lift the Cospectrality of Graphs and Trees....Pages 332-345
Front Matter....Pages 347-347
Geodesic Image Matching: A Wavelet Based Energy Minimization Scheme....Pages 349-364
Geodesic Shooting and Diffeomorphic Matching Via Textured Meshes....Pages 365-381
An Adaptive Variational Model for Image Decomposition....Pages 382-397
Segmentation Informed by Manifold Learning....Pages 398-413
One-Shot Integral Invariant Shape Priors for Variational Segmentation....Pages 414-426
Dynamic Shape and Appearance Modeling Via Moving and Deforming Layers....Pages 427-438
Energy Minimization Based Segmentation and Denoising Using a Multilayer Level Set Approach....Pages 439-455
Constrained Total Variation Minimization and Application in Computerized Tomography....Pages 456-472
Some New Results on Non-rigid Correspondence and Classification of Curves....Pages 473-489
Edge Strength Functions as Shape Priors in Image Segmentation....Pages 490-502
Spatio-temporal Prior Shape Constraint for Level Set Segmentation....Pages 503-519
A New Implicit Method for Surface Segmentation by Minimal Paths: Applications in 3D Medical Images....Pages 520-535
Front Matter....Pages 537-537
Increasing Efficiency of SVM by Adaptively Penalizing Outliers....Pages 539-551
Locally Linear Isometric Parameterization....Pages 552-567
A Constrained Hybrid Optimization Algorithm for Morphable Appearance Models....Pages 568-583
Kernel Methods for Nonlinear Discriminative Data Analysis....Pages 584-599
Reverse-Convex Programming for Sparse Image Codes....Pages 600-616
Stereo for Slanted Surfaces: First Order Disparities and Normal Consistency....Pages 617-632
Front Matter....Pages 537-537
Brain Image Analysis Using Spherical Splines....Pages 633-644
High-Order Differential Geometry of Curves for Multiview Reconstruction and Matching....Pages 645-660
Back Matter....Pages -
