Energy Minimization Methods in Computer Vision and Pattern Recognition: 8th International Conference, EMMCVPR 2011, St. Petersburg, Russia, July 25-27, 2011. Proceedings

✍ Scribed by Alexander Shekhovtsov, Václav Hlavác̆ (auth.), Yuri Boykov, Fredrik Kahl, Victor Lempitsky, Frank R. Schmidt (eds.)

• Publisher: Springer-Verlag Berlin Heidelberg
• Year: 2011
• Tongue: English
• Leaves: 436
• Series: Lecture Notes in Computer Science 6819
• Edition: 1
• Category: Library

✦ Synopsis

This book constitutes the refereed proceedings of the 8th International Workshop on Energy Minimization Methods in Computer Vision and Pattern Recognition, EMMCVPR 2011, held in St. Petersburg, Russia in July, 2011.
The book presents 30 revised full papers selected from a total of 52 submissions. The book is divided in sections on discrete and continous optimzation, segmentation, motion and video, learning and shape analysis.

✦ Table of Contents

Front Matter....Pages -
A Distributed Mincut/Maxflow Algorithm Combining Path Augmentation and Push-Relabel....Pages 1-16
Minimizing Count-Based High Order Terms in Markov Random Fields....Pages 17-30
Globally Optimal Image Partitioning by Multicuts....Pages 31-44
A Fast Solver for Truncated-Convex Priors: Quantized-Convex Split Moves....Pages 45-58
Temporally Consistent Gradient Domain Video Editing....Pages 59-73
Texture Segmentation via Non-local Non-parametric Active Contours....Pages 74-88
Evaluation of a First-Order Primal-Dual Algorithm for MRF Energy Minimization....Pages 89-103
Global Relabeling for Continuous Optimization in Binary Image Segmentation....Pages 104-117
Stop Condition for Subgradient Minimization in Dual Relaxed (max,+) Problem....Pages 118-131
Optimality Bounds for a Variational Relaxation of the Image Partitioning Problem....Pages 132-146
Interactive Segmentation with Super-Labels....Pages 147-162
Curvature Regularity for Multi-label Problems - Standard and Customized Linear Programming....Pages 163-176
Space-Varying Color Distributions for Interactive Multiregion Segmentation: Discrete versus Continuous Approaches....Pages 177-190
Detachable Object Detection with Efficient Model Selection....Pages 191-204
Curvature Regularization for Curves and Surfaces in a Global Optimization Framework....Pages 205-218
SlimCuts: GraphCuts for High Resolution Images Using Graph Reduction....Pages 219-232
Discrete Optimization of the Multiphase Piecewise Constant Mumford-Shah Functional....Pages 233-246
Image Segmentation with a Shape Prior Based on Simplified Skeleton....Pages 247-260
High Resolution Segmentation of Neuronal Tissues from Low Depth-Resolution EM Imagery....Pages 261-272
Optical Flow Guided TV-L 1 Video Interpolation and Restoration....Pages 273-286
Data-Driven Importance Distributions for Articulated Tracking....Pages 287-299
Robust Trajectory-Space TV-L1 Optical Flow for Non-rigid Sequences....Pages 300-314
Intermediate Flow Field Filtering in Energy Based Optic Flow Computations....Pages 315-328
TV- L 1 Optical Flow for Vector Valued Images....Pages 329-343
Using the Higher Order Singular Value Decomposition for Video Denoising....Pages 344-354
Optimization of Robust Loss Functions for Weakly-Labeled Image Taxonomies: An ImageNet Case Study....Pages 355-368
Multiple-Instance Learning with Structured Bag Models....Pages 369-384
Branch and Bound Strategies for Non-maximal Suppression in Object Detection....Pages 385-398
Metrics, Connections, and Correspondence: The Setting for Groupwise Shape Analysis....Pages 399-412
The Complex Wave Representation of Distance Transforms....Pages 413-427
Back Matter....Pages -

✦ Subjects

Pattern Recognition; Performance and Reliability; Image Processing and Computer Vision; Algorithm Analysis and Problem Complexity; Computer Imaging, Vision, Pattern Recognition and Graphics; Data Mining and Knowledge Discovery