Pattern Recognition: 36th German Conference, GCPR 2014, Münster, Germany, September 2-5, 2014, Proceedings

Front Matter....Pages I-XVIII
Front Matter....Pages 1-1
Scene Flow Estimation from Light Fields via the Preconditioned Primal-Dual Algorithm....Pages 3-14
Introducing More Physics into Variational Depth–from–Defocus....Pages 15-27
Front Matter....Pages 29-29
High-Resolution Stereo Datasets with Subpixel-Accurate Ground Truth....Pages 31-42
Semi-Global Matching: A Principled Derivation in Terms of Message Passing....Pages 43-53
Submap-Based Bundle Adjustment for 3D Reconstruction from RGB-D Data....Pages 54-65
Front Matter....Pages 67-67
A Hierarchical Bayesian Approach for Unsupervised Cell Phenotype Clustering....Pages 69-80
Information Bottleneck for Pathway-Centric Gene Expression Analysis....Pages 81-91
Front Matter....Pages 93-93
Convolutional Decision Trees for Feature Learning and Segmentation....Pages 95-106
A Deep Variational Model for Image Segmentation....Pages 107-118
Front Matter....Pages 119-119
Robust PCA: Optimization of the Robust Reconstruction Error Over the Stiefel Manifold....Pages 121-131
An $$\mathcal {O}(n \log n)$$ Cutting Plane Algorithm for Structured Output Ranking....Pages 132-143
Exemplar-Specific Patch Features for Fine-Grained Recognition....Pages 144-156
Front Matter....Pages 157-157
Motion Segmentation with Weak Labeling Priors....Pages 159-171
Object-Level Priors for Stixel Generation....Pages 172-183
Coherent Multi-sentence Video Description with Variable Level of Detail....Pages 184-195
Front Matter....Pages 197-197
Asymmetric Cuts: Joint Image Labeling and Partitioning....Pages 199-211
Mind the Gap: Modeling Local and Global Context in (Road) Networks....Pages 212-223
Front Matter....Pages 225-225
Guided Image Super-Resolution: A New Technique for Photogeometric Super-Resolution in Hybrid 3-D Range Imaging....Pages 227-238
Image Descriptors Based on Curvature Histograms....Pages 239-249
Front Matter....Pages 251-251
Test-Time Adaptation for 3D Human Pose Estimation....Pages 253-264
Front Matter....Pages 251-251
Efficient Multiple People Tracking Using Minimum Cost Arborescences....Pages 265-276
Capturing Hand Motion with an RGB-D Sensor, Fusing a Generative Model with Salient Points....Pages 277-289
Front Matter....Pages 291-291
Flow and Color Inpainting for Video Completion....Pages 293-304
Spatial and Temporal Interpolation of Multi-view Image Sequences....Pages 305-316
Pose Normalization for Eye Gaze Estimation and Facial Attribute Description from Still Images....Pages 317-327
Front Matter....Pages 329-329
Probabilistic Progress Bars....Pages 331-341
Wide Base Stereo with Fisheye Optics: A Robust Approach for 3D Reconstruction in Driving Assistance....Pages 342-353
Detection and Segmentation of Clustered Objects by Using Iterative Classification, Segmentation, and Gaussian Mixture Models and Application to Wood Log Detection....Pages 354-364
Tracking-Based Visibility Estimation....Pages 365-376
Predicting the Influence of Additional Training Data on Classification Performance for Imbalanced Data....Pages 377-387
Signal/Background Classification of Time Series for Biological Virus Detection....Pages 388-398
Efficient Hierarchical Triplet Merging for Camera Pose Estimation....Pages 399-409
Lens-Based Depth Estimation for Multi-focus Plenoptic Cameras....Pages 410-420
Efficient Metropolis-Hasting Image Analysis for the Location of Vascular Entity....Pages 421-431
Automatic Determination of Anatomical Correspondences for Multimodal Field of View Correction....Pages 432-442
Encoding Spatial Arrangements of Visual Words for Rotation-Invariant Image Classification....Pages 443-452
Accurate Detection in Volumetric Images Using Elastic Registration Based Validation....Pages 453-463
A Human Factors Study of Graphical Passwords Using Biometrics....Pages 464-475
Pedestrian Orientation Estimation....Pages 476-487
Distance-Based Descriptors and Their Application in the Task of Object Detection....Pages 488-498
Front Matter....Pages 329-329
Hough Forests Revisited: An Approach to Multiple Instance Tracking from Multiple Cameras....Pages 499-510
Graph-Based and Variational Minimization of Statistical Cost Functionals for 3D Segmentation of Aortic Dissections....Pages 511-522
Mask-Specific Inpainting with Deep Neural Networks....Pages 523-534
Detection of Clustered Objects in Sparse Point Clouds Through 2D Classification and Quadric Filtering....Pages 535-546
On the Second Order Statistics of Essential Matrix Elements....Pages 547-557
Geometric Reasoning for Uncertain Observations of Man-Made Structures....Pages 558-568
Locality Sensitive Hashing Using GMM....Pages 569-581
Coded Aperture Flow....Pages 582-592
Kernel Density Estimation for Post Recognition Score Analysis....Pages 593-603
Recognizing Scene Categories of Historical Postcards....Pages 604-615
A Stochastic Late Fusion Approach to Human Action Recognition in Unconstrained Images and Videos....Pages 616-628
A Dense Pipeline for 3D Reconstruction from Image Sequences....Pages 629-640
Active Online Learning for Interactive Segmentation Using Sparse Gaussian Processes....Pages 641-652
Multi-view Tracking of Multiple Targets with Dynamic Cameras....Pages 653-665
Quality Based Information Fusion in Fully Automatized Celiac Disease Diagnosis....Pages 666-677
Fine-Grained Activity Recognition with Holistic and Pose Based Features....Pages 678-689
Obtaining 2D Surface Characteristics from Specular Surfaces....Pages 690-700
Learning Must-Link Constraints for Video Segmentation Based on Spectral Clustering....Pages 701-712
Front Matter....Pages 713-713
Automatic 3D Reconstruction of Indoor Manhattan World Scenes Using Kinect Depth Data....Pages 715-721
Can Cosegmentation Improve the Object Detection Quality?....Pages 722-728
Front Matter....Pages 713-713
Multi-atlas Based Segmentation of Corpus Callosum on MRIs of Multiple Sclerosis Patients....Pages 729-735
Committees of Deep Feedforward Networks Trained with Few Data....Pages 736-742
Gas Bubble Shape Measurement and Analysis....Pages 743-749
Scene Segmentation in Adverse Vision Conditions....Pages 750-756
Learning Multi-scale Representations for Material Classification....Pages 757-764
Casting Random Forests as Artificial Neural Networks (and Profiting from It)....Pages 765-771
Back Matter....Pages 773-775