Pattern Recognition

by Franke, Katrin; Müller, Klaus-robert; Nickolay, Bertram; Schafer, Ralf

• ISBN13: 9783540444121
• ISBN10: 3540444122
• Format: Paperback
• Copyright: 2006-10-15
• Publisher: Springer-Verlag New York Inc

Summary

This book constitutes the refereed proceedings of the 28th Symposium of the German Association for Pattern Recognition, DAGM 2006, held in Berlin, Germany in September 2006.The 32 revised full papers and 44 revised poster papers presented together with 5 invited papers were carefully reviewed and selected from 171 submissions. The papers are organized in topical sections on image filtering, restoration and segmentation, shape analysis and representation, recognition, categorization and detection, computer vision and image retrieval, machine learning and statistical data analysis, biomedical data analysis, motion analysis and tracking, pose recognition, stereo and structure from motion, multi-view image and geometric processing, as well as 3D view registration and surface modelling.

Table of Contents

Image Filtering, Restoration and Segmentation
Ultrasound Image Denoising by Spatially Varying Frequency Compounding	p. 1
Exploiting Low-Level Image Segmentation for Object Recognition	p. 11
Wavelet Based Noise Reduction by Identification of Correlations	p. 21
Template Based Gibbs Probability Distributions for Texture Modeling and Segmentation	p. 31
Efficient Combination of Probabilistic Sampling Approximations for Robust Image Segmentation	p. 41
Diffusion-Like Reconstruction Schemes from Linear Data Models	p. 51
Reduction of Ring Artifacts in High Resolution X-Ray Microtomography Images	p. 61
A Probabilistic Multi-phase Model for Variational Image Segmentation	p. 71
Provably Correct Edgel Linking and Subpixel Boundary Reconstruction	p. 81
The Edge Preserving Wiener Filter for Scalar and Tensor Valued Images	p. 91
From Adaptive Averaging to Accelerated Nonlinear Diffusion Filtering	p. 101
Introducing Dynamic Prior Knowledge to Partially-Blurred Image Restoration	p. 111
Shape Analysis and Representation
On-Line, Incremental Learning of a Robust Active Shape Model	p. 122
Using Irreducible Group Representations for Invariant 3D Shape Description	p. 132
Shape Matching by Variational Computation of Geodesics on a Manifold	p. 142
A Modification of the Level Set Speed Function to Bridge Gaps in Data	p. 152
Generation and Initialization of Stable 3D Mass-Spring Models for the Segmentation of the Thyroid Cartilage	p. 162
Preserving Topological Information in the Windowed Hough Transform for Rectangle Extraction	p. 172
Recognition, Categorization and Detection
Fast Scalar and Vectorial Grayscale Based Invariant Features for 3D Cell Nuclei Localization and Classification	p. 182
Integrating Recognition and Reconstruction for Cognitive Traffic Scene Analysis from a Moving Vehicle	p. 192
Sparse Patch-Histograms for Object Classification in Cluttered Images	p. 202
An Object-Oriented Approach Using a Top-Down and Bottom-Up Process for Manipulative Action Recognition	p. 212
Detecting Intrinsically Two-Dimensional Image Structures Using Local Phase	p. 222
Towards Unsupervised Discovery of Visual Categories	p. 232
Cross-Articulation Learning for Robust Detection of Pedestrians	p. 242
Analysis on a Local Approach to 3D Object Recognition	p. 253
Phase Based 3D Texture Features	p. 263
Learning of Graphical Models and Efficient Inference for Object Class Recognition	p. 273
Properties of Patch Based Approaches for the Recognition of Visual Object Classes	p. 284
Computer Vision and Image Retrieval
Feature Selection for Automatic Image Annotation	p. 294
Image Database Navigation on a Hierarchical MDS Grid	p. 304
Linear vs. Nonlinear Feature Combination for Saliency Computation: A Comparison with Human Vision	p. 314
Facial Expression Modelling from Still Images Using a Single Generic 3D Head Model	p. 324
Extraction of Haar Integral Features on Omnidirectional Images: Application to Local and Global Localization	p. 334
Machine Learning and Statistical Data Analysis
Model Selection in Kernel Methods Based on a Spectral Analysis of Label Information	p. 344
Importance-Weighted Cross-Validation for Covariate Shift	p. 354
Parameterless Isomap with Adaptive Neighborhood Selection	p. 364
Efficient Algorithms for Similarity Measures over Sequential Data: A Look Beyond Kernels	p. 374
Multi-scale Bayesian Based Horizon Matchings Across Faults in 3d Seismic Data	p. 384
Biomedical Data Analysis
Robust MEG Source Localization of Event Related Potentials: Identifying Relevant Sources by Non-Gaussianity	p. 394
Classifying Event-Related Desynchronization in EEG, ECoG and MEG Signals	p. 404
Optimizing Spectral Filters for Single Trial EEG Classification	p. 414
Probabilistic De Novo Peptide Sequencing with Doubly Charged Ions	p. 424
Motion Analysis and Tracking
Direct Estimation of the Wall Shear Rate Using Parametric Motion Models in 3D	p. 434
On-Line Variational Estimation of Dynamical Fluid Flows with Physics-Based Spatio-temporal Regularization	p. 444
Near Real-Time Motion Segmentation Using Graph Cuts	p. 455
Segmentation-Based Motion with Occlusions Using Graph-Cut Optimization	p. 465
Realtime Depth Estimation and Obstacle Detection from Monocular Video	p. 475
3D Human Motion Sequences Synchronization Using Dense Matching Algorithm	p. 485
Cloth X-Ray: MoCap of People Wearing Textiles	p. 495
Unconstrained Multiple-People Tracking	p. 505
Robust Non-rigid Object Tracking Using Point Distribution Manifolds	p. 515
A Variational Approach to Joint Denoising, Edge Detection and Motion Estimation	p. 525
Multi-step Multi-camera View Planning for Real-Time Visual Object Tracking	p. 536
Pose Recognition
Nonparametric Density Estimation for Human Pose Tracking	p. 546
Learning to Mimic Motion of Human Arm and Hand Grabbing for Constraint Adaptation	p. 556
Visual Hand Posture Recognition in Monocular Image Sequences	p. 566
Monocular Body Pose Estimation by Color Histograms and Point Tracking	p. 576
Pose Estimation from Uncertain Omnidirectional Image Data Using Line-Plane Correspondences	p. 587
Kernel Particle Filter for Visual Quality Inspection from Monocular Intensity Images	p. 597
Stereo and Structure from Motion
Monocular 3D Scene Reconstruction at Absolute Scales by Combination of Geometric and Real-Aperture Methods	p. 607
An Effective Stereo Matching Algorithm with Optimal Path Cost Aggregation	p. 617
Tracking Camera Parameters of an Active Stereo Rig	p. 627
Handling Camera Movement Constraints in Reinforcement Learning Based Active Object Recognition	p. 637
Multi-view Image and Geometric Processing
The Inversion Camera Model	p. 647
Determining an Initial Image Pair for Fixing the Scale of a 3D Reconstruction from an Image Sequence	p. 657
Multi-camera Radiometric Surface Modelling for Image-Based Re-lighting	p. 667
A Multiple Graph Cut Based Approach for Stereo Analysis	p. 677
Robust Variational Segmentation of 3D Objects from Multiple Views	p. 688
Online Calibration of Two Zoom-Pan-Tilt Units for Planar Dynamic Events	p. 698
Dense Stereo by Triangular Meshing and Cross Validation	p. 708
3D View Registration and Surface Modelling
Low-Cost Laser Range Scanner and Fast Surface Registration Approach	p. 718
A Point-Based Approach to PDE-Based Surface Reconstruction	p. 729
Robust Feature Representation for Efficient Camera Registration	p. 739
Reconstruction of Facade Structures Using a Formal Grammar and RjMCMC	p. 750
Stable Wave Detector of Blobs in Images	p. 760
Author Index	p. 771
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