Pattern recognition : 39th German conference, GCPR 2017, Basel, Switzerland, September 12-15, 2017 : proceedings

Front Matter ....Pages I-XVI
Front Matter ....Pages 1-1
 A Quantitative Assessment of Image Normalization for Classifying Histopathological Tissue of the Kidney  (Michael Gadermayr, Sean Steven Cooper, Barbara Klinkhammer, Peter Boor, Dorit Merhof)....Pages 3-13
Front Matter ....Pages 15-15
 Deep Learning for Vanishing Point Detection Using an Inverse Gnomonic Projection  (Florian Kluger, Hanno Ackermann, Michael Ying Yang, Bodo Rosenhahn)....Pages 17-28
 Learning Where to Drive by Watching Others  (Miguel A. Bautista, Patrick Fuchs, Björn Ommer)....Pages 29-40
 Learning Dilation Factors for Semantic Segmentation of Street Scenes  (Yang He, Margret Keuper, Bernt Schiele, Mario Fritz)....Pages 41-51
 Learning to Filter Object Detections  (Sergey Prokudin, Daniel Kappler, Sebastian Nowozin, Peter Gehler)....Pages 52-62
Front Matter ....Pages 63-63
 Motion Deblurring in the Wild  (Mehdi Noroozi, Paramanand Chandramouli, Paolo Favaro)....Pages 65-77
 Robust Multi-image HDR Reconstruction for the Modulo Camera  (Florian Lang, Tobias Plötz, Stefan Roth)....Pages 78-89
 Trainable Regularization for Multi-frame Superresolution  (Teresa Klatzer, Daniel Soukup, Erich Kobler, Kerstin Hammernik, Thomas Pock)....Pages 90-100
Front Matter ....Pages 101-101
 A Comparative Study of Local Search Algorithms for Correlation Clustering  (Evgeny Levinkov, Alexander Kirillov, Bjoern Andres)....Pages 103-114
 Combined Precise Extraction and Topology of Points, Lines and Curves in Man-Made Environments  (Dominik Wolters, Reinhard Koch)....Pages 115-125
 Recurrent Residual Learning for Action Recognition  (Ahsan Iqbal, Alexander Richard, Hilde Kuehne, Juergen Gall)....Pages 126-137
 A Local Spatio-Temporal Approach to Plane Wave Ultrasound Particle Image Velocimetry  (Ecaterina Bodnariuc, Stefania Petra, Christoph Schnörr, Jason Voorneveld)....Pages 138-149
Front Matter ....Pages 151-151
 Object Boundary Detection and Classification with Image-Level Labels  (Jing Yu Koh, Wojciech Samek, Klaus-Robert Müller, Alexander Binder)....Pages 153-164
 Semantic Segmentation of Outdoor Areas Using 3D Moment Invariants and Contextual Cues  (Sven Sickert, Joachim Denzler)....Pages 165-176
 Neuron Pruning for Compressing Deep Networks Using Maxout Architectures  (Fernando Moya Rueda, Rene Grzeszick, Gernot A. Fink)....Pages 177-188
 A Primal Dual Network for Low-Level Vision Problems  (Christoph Vogel, Thomas Pock)....Pages 189-202
 End-to-End Learning of Video Super-Resolution with Motion Compensation  (Osama Makansi, Eddy Ilg, Thomas Brox)....Pages 203-214
 Convolutional Neural Networks for Movement Prediction in Videos  (Alexander Warnecke, Timo Lüddecke, Florentin Wörgötter)....Pages 215-225
 Finding the Unknown: Novelty Detection with Extreme Value Signatures of Deep Neural Activations  (Alexander Schultheiss, Christoph Käding, Alexander Freytag, Joachim Denzler)....Pages 226-238
 Improving Facial Landmark Detection via a Super-Resolution Inception Network  (Martin Knoche, Daniel Merget, Gerhard Rigoll)....Pages 239-251
Front Matter ....Pages 253-253
 Diverse M-Best Solutions by Dynamic Programming  (Carsten Haubold, Virginie Uhlmann, Michael Unser, Fred A. Hamprecht)....Pages 255-267
 Adaptive Regularization in Convex Composite Optimization for Variational Imaging Problems  (Byung-Woo Hong, Ja-Keoung Koo, Hendrik Dirks, Martin Burger)....Pages 268-280
 Variational Networks: Connecting Variational Methods and Deep Learning  (Erich Kobler, Teresa Klatzer, Kerstin Hammernik, Thomas Pock)....Pages 281-293
 Gradient Flows on a Riemannian Submanifold for Discrete Tomography  (Matthias Zisler, Fabrizio Savarino, Stefania Petra, Christoph Schnörr)....Pages 294-305
 Model Selection for Gaussian Process Regression  (Nico S. Gorbach, Andrew An Bian, Benjamin Fischer, Stefan Bauer, Joachim M. Buhmann)....Pages 306-318
Front Matter ....Pages 319-319
 Scalable Full Flow with Learned Binary Descriptors  (Gottfried Munda, Alexander Shekhovtsov, Patrick Knöbelreiter, Thomas Pock)....Pages 321-332
 Edge Adaptive Seeding for Superpixel Segmentation  (Christian Wilms, Simone Frintrop)....Pages 333-344
Front Matter ....Pages 345-345
 Optical Flow-Based 3D Human Motion Estimation from Monocular Video  (Thiemo Alldieck, Marc Kassubeck, Bastian Wandt, Bodo Rosenhahn, Marcus Magnor)....Pages 347-360
 On the Diffusion Process for Heart Rate Estimation from Face Videos Under Realistic Conditions  (Christian S. Pilz, Jarek Krajewski, Vladimir Blazek)....Pages 361-373
Front Matter ....Pages 375-375
 Multi-view Continuous Structured Light Scanning  (Fabian Groh, Benjamin Resch, Hendrik P. A. Lensch)....Pages 377-388
 Down to Earth: Using Semantics for Robust Hypothesis Selection for the Five-Point Algorithm  (Andreas Kuhn, True Price, Jan-Michael Frahm, Helmut Mayer)....Pages 389-400
 An Efficient Octree Design for Local Variational Range Image Fusion  (Nico Marniok, Ole Johannsen, Bastian Goldluecke)....Pages 401-412
Front Matter ....Pages 413-413
 Measuring the Accuracy of Object Detectors and Trackers  (Tobias Böttger, Patrick Follmann, Michael Fauser)....Pages 415-426
Back Matter ....Pages 427-428