Pattern Recognition
36th German Conference, GCPR 2014, Münster, Germany, September 2-5, 2014, Proceedings Xiaoyi Jiang, Joachim Hornegger, Reinhard Koch (Eds.)
This book constitutes the refereed proceedings of the 36th German Conference on Pattern Recognition, GCPR 2014, held in Münster, Germany, in September 2014. The 58 revised full papers and 8 short papers were carefully reviewed and selected from 153 submissions. The papers are organized in topical sections on variational models for depth and flow, reconstruction, bio-informatics, deep learning and segmentation, feature computation, video interpretation, segmentation and labeling, image processing and analysis, human pose and people tracking, interpolation and inpainting.
Contents
Variational odels for Depth and FlowScene Flow Estimation from Light Fields via the Preconditioned Primal-Dual Algorithm - Stefan Heber, Thomas Pock - Pages 3-14
Introducing More Physics into Variational Depth–from–Defocus - Nico Persch, Christopher Schroers, Simon Setzer, Joachim Weickert - Pages 15-27
ReconstructionHigh-Resolution Stereo Datasets with Subpixel-Accurate Ground Truth - Daniel Scharstein, Heiko Hirschmüller, York Kitajima, Greg Krathwohl, Nera Nešic, Xi Wang et al. - Pages 31-42
Semi-Global Matching: A Principled Derivation in Terms of Message Passing - Amnon Drory, Carsten Haubold, Shai Avidan, Fred A. Hamprecht - Pages 43-53
Submap-Based Bundle Adjustment for 3D Reconstruction from RGB-D Data - Robert Maier, Jürgen Sturm, Daniel Cremers - Pages 54-65
Bio-informaticsA Hierarchical Bayesian Approach for Unsupervised Cell Phenotype Clustering - Mahesh Venkata Krishna, Joachim Denzler - Pages 69-80
Information Bottleneck for Pathway-Centric Gene Expression Analysis - David Adametz, Mélanie Rey, Volker Roth - Pages 81-91
Deep Learning and SegmentationConvolutional Decision Trees for Feature Learning and Segmentation - Dmitry Laptev, Joachim M. Buhmann - Pages 95-106
A Deep Variational Model for Image Segmentation - René Ranftl, Thomas Pock - Pages 107-118
Feature ComputationRobust PCA: Optimization of the Robust Reconstruction Error Over the Stiefel Manifold - Anastasia Podosinnikova, Simon Setzer, Matthias Hein - Pages 121-131
Cutting Plane Algorithm for Structured Output Ranking - Matthew B. Blaschko, Arpit Mittal, Esa Rahtu - Pages 132-143
Exemplar-Specific Patch Features for Fine-Grained Recognition - Alexander Freytag, Erik Rodner, Trevor Darrell, Joachim Denzler - Pages 144-156
Video InterpretationMotion Segmentation with Weak Labeling Priors - Hodjat Rahmati, Ralf Dragon, Ole Morten Aamo, Luc van Gool, Lars Adde - Pages 159-171
Object-Level Priors for Stixel Generation - Marius Cordts, Lukas Schneider, Markus Enzweiler, Uwe Franke, Stefan Roth - Pages 172-183
Coherent Multi-sentence Video Description with Variable Level of Detail - Anna Rohrbach, Marcus Rohrbach, Wei Qiu, Annemarie Friedrich, Manfred Pinkal, Bernt Schiele - Pages 184-195
Segmentation and Labeling
Asymmetric Cuts: Joint Image Labeling and Partitioning - Thorben Kroeger, Jörg H. Kappes, Thorsten Beier, Ullrich Koethe, Fred A. Hamprecht - Pages 199-211
Mind the Gap: Modeling Local and Global Context in (Road) Networks - Javier A. Montoya-Zegarra, Jan D. Wegner, Lubor Ladický, Konrad Schindler - Pages 212-223
Image Processing and AnalysisGuided Image Super-Resolution: A New Technique for Photogeometric Super-Resolution in Hybrid 3-D Range Imaging - Florin C. Ghesu, Thomas Köhler, Sven Haase, Joachim Hornegger - Pages 227-238
Image Descriptors Based on Curvature Histograms - Philipp Fischer, Thomas Brox - Pages 239-249
Human Pose and People Tracking
Test-Time Adaptation for 3D Human Pose Estimation - Sikandar Amin, Philipp Müller, Andreas Bulling, Mykhaylo Andriluka - Pages 253-264
Efficient Multiple People Tracking Using Minimum Cost Arborescences - Roberto Henschel, Laura Leal-Taixé, Bodo Rosenhahn - Pages 265-276
Capturing Hand Motion with an RGB-D Sensor, Fusing a Generative Model with Salient Points - Dimitrios Tzionas, Abhilash Srikantha, Pablo Aponte, Juergen Gall - Pages 277-289
Interpolation and Inpainting Flow and Color Inpainting for Video Completion - Michael Strobel, Julia Diebold, Daniel Cremers - Pages 293-304
Spatial and Temporal Interpolation of Multi-view Image Sequences - Tobias Gurdan, Martin R. Oswald, Daniel Gurdan, Daniel Cremers - Pages 305-316
Pose Normalization for Eye Gaze Estimation and Facial Attribute Description from Still Images - Bernhard Egger, Sandro Schönborn, Andreas Forster, Thomas Vetter - Pages 317-327
Posters Probabilistic Progress Bars - Martin Kiefel, Christian Schuler, Philipp Hennig - Pages 331-341
Wide Base Stereo with Fisheye Optics: A Robust Approach for 3D Reconstruction in Driving Assistance - Jose Esparza, Michael Helmle, Bernd Jähne - Pages 342-353
Detection and Segmentation of Clustered Objects by Using Iterative Classification, Segmentation, and Gaussian Mixture Models and Application to Wood Log Detection - Christopher Herbon, Klaus Tönnies, Bernd Stock - Pages 354-364
Tracking-Based Visibility Estimation - Stephan Lenor, Johannes Martini, Bernd Jähne, Ulrich Stopper, Stefan Weber, Florian Ohr - Pages 365-376
Predicting the Influence of Additional Training Data on Classification Performance for Imbalanced Data - Stephen Kockentiedt, Klaus Tönnies, Erhardt Gierke - Pages 377-387
Signal/Background Classification of Time Series for Biological Virus Detection - Dominic Siedhoff, Hendrik Fichtenberger, Pascal Libuschewski, Frank Weichert, Christian Sohler, Heinrich Müller - Pages 388-398
Efficient Hierarchical Triplet Merging for Camera Pose Estimation - Helmut Mayer - Pages 399-409
Lens-Based Depth Estimation for Multi-focus Plenoptic Cameras - Oliver Fleischmann, Reinhard Koch - Pages 410-420
Efficient Metropolis-Hasting Image Analysis for the Location of Vascular Entity - Henrik Skibbe, Marco Reisert, Shin Ishii - Pages 421-431
Automatic Determination of Anatomical Correspondences for Multimodal Field of View Correction - Hima Patel, Karthik Gurumoorthy, Seshadri Thiruvenkadam - Pages 432-442
Encoding Spatial Arrangements of Visual Words for Rotation-Invariant Image Classification - Hafeez Anwar, Sebastian Zambanini, Martin Kampel - Pages 443-452
Accurate Detection in Volumetric Images Using Elastic Registration Based Validation - Dominic Mai, Jasmin Dürr, Klaus Palme, Olaf Ronneberger - Pages 453-463
A Human Factors Study of Graphical Passwords Using Biometrics - Benjamin S. Riggan, Wesley E. Snyder, Xiaogang Wang, Jing Feng - Pages 464-475
Pedestrian Orientation Estimation - Joe Lallemand, Alexandra Ronge, Magdalena Szczot, Slobodan Ilic - Pages 476-487
Distance-Based Descriptors and Their Application in the Task of Object Detection - Radovan Fusek, Eduard Sojka - Pages 488-498
Hough Forests Revisited: An Approach to Multiple Instance Tracking from Multiple Cameras - Georg Poier, Samuel Schulter, Sabine Sternig, Peter M. Roth, Horst Bischof - Pages 499-510
Graph-Based and Variational Minimization of Statistical Cost Functionals for 3D Segmentation of Aortic Dissections - Cosmin Adrian Morariu, Tobias Terheiden, Daniel Sebastian Dohle, Konstantinos Tsagakis, Josef Pauli - Pages 511-522
Mask-Specific Inpainting with Deep Neural Networks - Rolf Köhler, Christian Schuler, Bernhard Schölkopf, Stefan Harmeling - Pages 523-534
Detection of Clustered Objects in Sparse Point Clouds Through 2D Classification and Quadric Filtering - Christopher Herbon, Benjamin Otte, Klaus Tönnies, Bernd Stock - Pages 535-546
On the Second Order Statistics of Essential Matrix Elements - M. Hossein Mirabdollah, Bärbel Mertsching - Pages 547-557
Geometric Reasoning for Uncertain Observations of Man-Made Structures - Jochen Meidow - Pages 558-568
Locality Sensitive Hashing Using GMM - Fabian Schmieder, Bin Yang - Pages 569-581
Coded Aperture Flow - Anita Sellent, Paolo Favaro - Pages 582-592
Kernel Density Estimation for Post Recognition Score Analysis - Sebastian Sudholt, Leonard Rothacker, Gernot A. Fink - Pages 593-603
Recognizing Scene Categories of Historical Postcards - Rene Grzeszick, Gernot A. Fink - Pages 604-615
A Stochastic Late Fusion Approach to Human Action Recognition in Unconstrained Images and Videos - Muhammad Shahzad Cheema, Abdalrahman Eweiwi, Christian Bauckhage - Pages 616-628
A Dense Pipeline for 3D Reconstruction from Image Sequences - Timm Schneevoigt, Christopher Schroers, Joachim Weickert - Pages 629-640
Active Online Learning for Interactive Segmentation Using Sparse Gaussian Processes - Rudolph Triebel, Jan Stühmer, Mohamed Souiai, Daniel Cremers - Pages 641-652
Multi-view Tracking of Multiple Targets with Dynamic Cameras - Till Kroeger, Ralf Dragon, Luc Van Gool - Pages 653-665
Quality Based Information Fusion in Fully Automatized Celiac Disease Diagnosis - Michael Gadermayr, Andreas Uhl, Andreas Vécsei - Pages 666-677
Fine-Grained Activity Recognition with Holistic and Pose Based Features - Leonid Pishchulin, Mykhaylo Andriluka, Bernt Schiele - Pages 678-689
Obtaining 2D Surface Characteristics from Specular Surfaces - Mathias Ziebarth, Markus Vogelbacher, Sabine Olawsky, Jürgen Beyerer - Pages 690-700
Learning Must-Link Constraints for Video Segmentation Based on Spectral Clustering - Anna Khoreva, Fabio Galasso, Matthias Hein, Bernt Schiele - Pages 701-712
Young Researcher ForumAutomatic 3D Reconstruction of Indoor Manhattan World Scenes Using Kinect Depth Data - Dominik Wolters - Pages 715-721
Can Cosegmentation Improve the Object Detection Quality? - Timo Lüddecke - Pages 722-728
Multi-atlas Based Segmentation of Corpus Callosum on MRIs of Multiple Sclerosis Patients - Anneke Meyer - Pages 729-735
Committees of Deep Feedforward Networks Trained with Few Data - Bogdan Miclut - Pages 736-742
Gas Bubble Shape Measurement and Analysis - Claudius Zelenka - Pages 743-749
Scene Segmentation in Adverse Vision Conditions - Evgeny Levinkov - Pages 750-756
Learning Multi-scale Representations for Material Classification - Wenbin Li - Pages 757-764
Casting Random Forests as Artificial Neural Networks (and Profiting from It) - Johannes Welbl - Pages 765-771
Lecture Notes in Computer Science - Volume 8753
Springer, Paperback, english, 775 pages
