Pattern Recognition: 40th German Conference, GCPR 2018, Stuttgart, Germany, October 9-12, 2018, Proceedings

Front Matter ....Pages I-XV
Front Matter ....Pages 1-1
 Topology-Based 3D Reconstruction of Mid-Level Primitives in Man-Made Environments  (Dominik Wolters, Reinhard Koch)....Pages 3-17
 Associative Deep Clustering: Training a Classification Network with No Labels  (Philip Haeusser, Johannes Plapp, Vladimir Golkov, Elie Aljalbout, Daniel Cremers)....Pages 18-32
 A Table Tennis Robot System Using an Industrial KUKA Robot Arm  (Jonas Tebbe, Yapeng Gao, Marc Sastre-Rienietz, Andreas Zell)....Pages 33-45
 View-Aware Person Re-identification  (Gregor Blott, Jie Yu, Christian Heipke)....Pages 46-59
 MC2SLAM: Real-Time Inertial Lidar Odometry Using Two-Scan Motion Compensation  (Frank Neuhaus, Tilman Koß, Robert Kohnen, Dietrich Paulus)....Pages 60-72
 An Analysis by Synthesis Approach for Automatic Vertebral Shape Identification in Clinical QCT  (Stefan Reinhold, Timo Damm, Lukas Huber, Reimer Andresen, Reinhard Barkmann, Claus-C. Glüer et al.)....Pages 73-88
 Parcel Tracking by Detection in Large Camera Networks  (Sascha Clausen, Claudius Zelenka, Tobias Schwede, Reinhard Koch)....Pages 89-104
 Segmentation of Head and Neck Organs at Risk Using CNN with Batch Dice Loss  (Oldřich Kodym, Michal Španěl, Adam Herout)....Pages 105-114
 Detection of Mechanical Damages in Sawn Timber Using Convolutional Neural Networks  (Nikolay Rudakov, Tuomas Eerola, Lasse Lensu, Heikki Kälviäinen, Heikki Haario)....Pages 115-126
 Compressed-Domain Video Object Tracking Using Markov Random Fields with Graph Cuts Optimization  (Fernando Bombardelli, Serhan Gül, Cornelius Hellge)....Pages 127-139
 Metric-Driven Learning of Correspondence Weighting for 2-D/3-D Image Registration  (Roman Schaffert, Jian Wang, Peter Fischer, Anja Borsdorf, Andreas Maier)....Pages 140-152
 Multi-view X-Ray R-CNN  (Jan-Martin O. Steitz, Faraz Saeedan, Stefan Roth)....Pages 153-168
 Ex Paucis Plura: Learning Affordance Segmentation from Very Few Examples  (Johann Sawatzky, Martin Garbade, Juergen Gall)....Pages 169-184
Front Matter ....Pages 185-185
 Domain Generalization with Domain-Specific Aggregation Modules  (Antonio D’Innocente, Barbara Caputo)....Pages 187-198
 X-GAN: Improving Generative Adversarial Networks with ConveX Combinations  (Oliver Blum, Biagio Brattoli, Björn Ommer)....Pages 199-214
 A Randomized Gradient-Free Attack on ReLU Networks  (Francesco Croce, Matthias Hein)....Pages 215-227
 Cross and Learn: Cross-Modal Self-supervision  (Nawid Sayed, Biagio Brattoli, Björn Ommer)....Pages 228-243
 KS(conf): A Light-Weight Test if a ConvNet Operates Outside of Its Specifications  (Rémy Sun, Christoph H. Lampert)....Pages 244-259
Front Matter ....Pages 261-261
 Sublabel-Accurate Convex Relaxation with Total Generalized Variation Regularization  (Michael Strecke, Bastian Goldluecke)....Pages 263-277
Front Matter ....Pages 279-279
 On the Integration of Optical Flow and Action Recognition  (Laura Sevilla-Lara, Yiyi Liao, Fatma Güney, Varun Jampani, Andreas Geiger, Michael J. Black)....Pages 281-297
 Context-driven Multi-stream LSTM (M-LSTM) for Recognizing Fine-Grained Activity of Drivers  (Ardhendu Behera, Alexander Keidel, Bappaditya Debnath)....Pages 298-314
 3D Fluid Flow Estimation with Integrated Particle Reconstruction  (Katrin Lasinger, Christoph Vogel, Thomas Pock, Konrad Schindler)....Pages 315-332
Front Matter ....Pages 333-333
 NRST: Non-rigid Surface Tracking from Monocular Video  (Marc Habermann, Weipeng Xu, Helge Rhodin, Michael Zollhöfer, Gerard Pons-Moll, Christian Theobalt)....Pages 335-348
Front Matter ....Pages 349-349
 Counting the Uncountable: Deep Semantic Density Estimation from Space  (Andres C. Rodriguez, Jan D. Wegner)....Pages 351-362
 Acquire, Augment, Segment and Enjoy: Weakly Supervised Instance Segmentation of Supermarket Products  (Patrick Follmann, Bertram Drost, Tobias Böttger)....Pages 363-376
 Vehicle Re-identification in Context  (Aytaç Kanacı, Xiatian Zhu, Shaogang Gong)....Pages 377-390
 Low-Shot Learning of Plankton Categories  (Simon-Martin Schröder, Rainer Kiko, Jean-Olivier Irisson, Reinhard Koch)....Pages 391-404
Front Matter ....Pages 405-405
 Multimodal Dense Stereo Matching  (Max Mehltretter, Sebastian P. Kleinschmidt, Bernardo Wagner, Christian Heipke)....Pages 407-421
 Deep Distance Transform to Segment Visually Indistinguishable Merged Objects  (Sören Klemm, Xiaoyi Jiang, Benjamin Risse)....Pages 422-433
 Multi-class Cell Segmentation Using CNNs with F\(_1\)-measure Loss Function  (Aaron Scherzinger, Philipp Hugenroth, Marike Rüder, Sven Bogdan, Xiaoyi Jiang)....Pages 434-446
 Improved Semantic Stixels via Multimodal Sensor Fusion  (Florian Piewak, Peter Pinggera, Markus Enzweiler, David Pfeiffer, Marius Zöllner)....Pages 447-458
 Convolve, Attend and Spell: An Attention-based Sequence-to-Sequence Model for Handwritten Word Recognition  (Lei Kang, J. Ignacio Toledo, Pau Riba, Mauricio Villegas, Alicia Fornés, Marçal Rusiñol)....Pages 459-472
 Illumination Estimation Is Sufficient for Indoor-Outdoor Image Classification  (Nikola Banić, Sven Lončarić)....Pages 473-486
 DeepKey: Towards End-to-End Physical Key Replication from a Single Photograph  (Rory Smith, Tilo Burghardt)....Pages 487-502
 Deriving Neural Network Architectures Using Precision Learning: Parallel-to-Fan Beam Conversion  (Christopher Syben, Bernhard Stimpel, Jonathan Lommen, Tobias Würfl, Arnd Dörfler, Andreas Maier)....Pages 503-517
 Detecting Face Morphing Attacks by Analyzing the Directed Distances of Facial Landmarks Shifts  (Naser Damer, Viola Boller, Yaza Wainakh, Fadi Boutros, Philipp Terhörst, Andreas Braun et al.)....Pages 518-534
 KloudNet: Deep Learning for Sky Image Analysis and Irradiance Forecasting  (Dinesh Pothineni, Martin R. Oswald, Jan Poland, Marc Pollefeys)....Pages 535-551
 Learning Style Compatibility for Furniture  (Divyansh Aggarwal, Elchin Valiyev, Fadime Sener, Angela Yao)....Pages 552-566
 Temporal Interpolation as an Unsupervised Pretraining Task for Optical Flow Estimation  (Jonas Wulff, Michael J. Black)....Pages 567-582
 Decoupling Respiratory and Angular Variation in Rotational X-ray Scans Using a Prior Bilinear Model  (Tobias Geimer, Paul Keall, Katharina Breininger, Vincent Caillet, Michelle Dunbar, Christoph Bert et al.)....Pages 583-594
Front Matter ....Pages 595-595
 Inference, Learning and Attention Mechanisms that Exploit and Preserve Sparsity in CNNs  (Timo Hackel, Mikhail Usvyatsov, Silvano Galliani, Jan Dirk Wegner, Konrad Schindler)....Pages 597-611
 End-to-End Learning of Deterministic Decision Trees  (Thomas M. Hehn, Fred A. Hamprecht)....Pages 612-627
 Taming the Cross Entropy Loss  (Manuel Martinez, Rainer Stiefelhagen)....Pages 628-637
 Supervised Deep Kriging for Single-Image Super-Resolution  (Gianni Franchi, Angela Yao, Andreas Kolb)....Pages 638-649
 Information-Theoretic Active Learning for Content-Based Image Retrieval  (Björn Barz, Christoph Käding, Joachim Denzler)....Pages 650-666
Front Matter ....Pages 667-667
 AFSI: Adaptive Restart for Fast Semi-Iterative Schemes for Convex Optimisation  (Jón Arnar Tómasson, Peter Ochs, Joachim Weickert)....Pages 669-681
 Invexity Preserving Transformations for Projection Free Optimization with Sparsity Inducing Non-convex Constraints  (Sebastian Mathias Keller, Damian Murezzan, Volker Roth)....Pages 682-697
 Unsupervised Label Learning on Manifolds by Spatially Regularized Geometric Assignment  (Artjom Zern, Matthias Zisler, Freddie Åström, Stefania Petra, Christoph Schnörr)....Pages 698-713
Back Matter ....Pages 715-717