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ORCID44th GCPR 2022: Konstanz, Germany
- Björn Andres
, Florian Bernard, Daniel Cremers, Simone Frintrop, Bastian Goldlücke, Ivo Ihrke:
Pattern Recognition - 44th DAGM German Conference, DAGM GCPR 2022, Konstanz, Germany, September 27-30, 2022, Proceedings. Lecture Notes in Computer Science 13485, Springer 2022, ISBN 978-3-031-16787-4
Machine Learning Methods
- Partha Ghosh, Dominik Zietlow, Michael J. Black, Larry S. Davis, Xiaochen Hu:
InvGAN: Invertible GANs. 3-19 - Konstantin Ditschuneit, Johannes S. Otterbach:
Auto-Compressing Subset Pruning for Semantic Image Segmentation. 20-35 - Hendrik Alexander Mehrtens, Camila González, Anirban Mukhopadhyay:
Improving Robustness and Calibration in Ensembles with Diversity Regularization. 36-50
Unsupervised, Semi-supervised and Transfer Learning
- Daniel Pototzky, Azhar Sultan, Lars Schmidt-Thieme:
FastSiam: Resource-Efficient Self-supervised Learning on a Single GPU. 53-67 - Sudipan Saha, Shan Zhao, Nasrullah Sheikh, Xiao Xiang Zhu:
Reiterative Domain Aware Multi-target Adaptation. 68-84 - Tim Frommknecht, Pedro Alves Zipf, Quanfu Fan, Nina Shvetsova, Hilde Kuehne:
Augmentation Learning for Semi-Supervised Classification. 85-98
Interpretable Machine Learning
- Piyapat Saranrittichai, Chaithanya Kumar Mummadi, Claudia Blaiotta, Mauricio Munoz, Volker Fischer:
Multi-attribute Open Set Recognition. 101-115 - Kutalmis Coskun, Zeynep Kumralbas, Hazel Çavus, Borahan Tümer:
A Syntactic Pattern Recognition Based Approach to Online Anomaly Detection and Identification on Electric Motors. 116-132 - Valentyn Boreiko, Maximilian Augustin, Francesco Croce, Philipp Berens, Matthias Hein:
Sparse Visual Counterfactual Explanations in Image Space. 133-148
Low-Level Vision and Computational Photography
- Thomas Pinetz, Erich Kobler, Thomas Pock, Alexander Effland:
Blind Single Image Super-Resolution via Iterated Shared Prior Learning. 151-165 - Dominik Drees, Florian Eilers, Ang Bian, Xiaoyi Jiang:
A Bhattacharyya Coefficient-Based Framework for Noise Model-Aware Random Walker Image Segmentation. 166-181 - Steffen Jung, Sebastian Ziegler, Amirhossein Kardoost, Margret Keuper:
Optimizing Edge Detection for Image Segmentation with Multicut Penalties. 182-197 - Eric L. Wisotzky, Charul Daudkane, Anna Hilsmann, Peter Eisert:
Hyperspectral Demosaicing of Snapshot Camera Images Using Deep Learning. 198-212
Motion, Pose Estimation and Tracking
- Leonhard Sommer, Philipp Schröppel, Thomas Brox:
SF2SE3: Clustering Scene Flow into SE(3)-Motions via Proposal and Selection. 215-229 - Urs Waldmann, Jannik Bamberger, Ole Johannsen, Oliver Deussen, Bastian Goldlücke:
Improving Unsupervised Label Propagation for Pose Tracking and Video Object Segmentation. 230-245 - Martina Dubenova, Anna Zderadickova, Ondrej Kafka, Tomás Pajdla, Michal Polic:
D-InLoc++: Indoor Localization in Dynamic Environments. 246-261 - Dan Jia, Alexander Hermans, Bastian Leibe:
Global Hierarchical Attention for 3D Point Cloud Analysis. 262-277
3D Vision and Stereo
- Yinghao Huang, Omid Taheri, Michael J. Black, Dimitrios Tzionas:
InterCap: Joint Markerless 3D Tracking of Humans and Objects in Interaction. 281-299 - Bastian Pätzold, Simon Bultmann, Sven Behnke:
Online Marker-Free Extrinsic Camera Calibration Using Person Keypoint Detections. 300-316 - Mathias Vetsch, Sandro Lombardi, Marc Pollefeys, Martin R. Oswald:
NeuralMeshing: Differentiable Meshing of Implicit Neural Representations. 317-333
Detection and Recognition
- Christian Benz, Volker Rodehorst:
Image-Based Detection of Structural Defects Using Hierarchical Multi-scale Attention. 337-353 - David Tschirschwitz, Franziska Klemstein, Benno Stein, Volker Rodehorst:
A Dataset for Analysing Complex Document Layouts in the Digital Humanities and Its Evaluation with Krippendorff's Alpha. 354-374 - Shuxiao Ding, Eike Rehder, Lukas Schneider, Marius Cordts, Jürgen Gall:
End-to-End Single Shot Detector Using Graph-Based Learnable Duplicate Removal. 375-389
Language and Vision
- María Alejandra Bravo, Sudhanshu Mittal, Thomas Brox:
Localized Vision-Language Matching for Open-vocabulary Object Detection. 393-408 - Zohreh Ghaderi, Leonard Salewski, Hendrik P. A. Lensch:
Diverse Video Captioning by Adaptive Spatio-temporal Attention. 409-425
Scene Understanding
- Olga Zatsarynna, Yazan Abu Farha, Juergen Gall:
Self-supervised Learning for Unintentional Action Prediction. 429-444 - Christopher Lang, Alexander Braun, Abhinav Valada:
Robust Object Detection Using Knowledge Graph Embeddings. 445-461 - Christopher Lang, Alexander Braun, Lars Schillingmann, Abhinav Valada:
On Hyperbolic Embeddings in Object Detection. 462-476
Photogrammetry and Remote Sensing
- Johannes Leonhardt, Lukas Drees, Peter Jung, Ribana Roscher:
Probabilistic Biomass Estimation with Conditional Generative Adversarial Networks. 479-494 - Lukas Drees, Immanuel Weber, Marc Rußwurm, Ribana Roscher:
Time Dependent Image Generation of Plants from Incomplete Sequences with CNN-Transformer. 495-510
Pattern Recognition in the Life and Natural Sciences
- Urs Waldmann, Hemal Naik, Nagy Máté, Fumihiro Kano, Iain D. Couzin, Oliver Deussen, Bastian Goldlücke:
I-MuPPET: Interactive Multi-Pigeon Pose Estimation and Tracking. 513-528 - Hanna Ragnarsdóttir, Laura Manduchi, Holger Michel, Fabian Laumer, Sven Wellmann, Ece Ozkan, Julia E. Vogt:
Interpretable Prediction of Pulmonary Hypertension in Newborns Using Echocardiograms. 529-542
Systems and Applications
- Michael Schlosser, Daniel König, Michael Teutsch:
A Framework for Benchmarking Real-Time Embedded Object Detection. 545-559 - Matthias Wright, Björn Ommer:
ArtFID: Quantitative Evaluation of Neural Style Transfer. 560-576 - Tim Rolff, Harm Matthias Harms, Frank Steinicke, Simone Frintrop:
GazeTransformer: Gaze Forecasting for Virtual Reality Using Transformer Networks. 577-593 - Sami Jaghouar, Hannes Gustafsson, Bernhard Mehlig, Erik Werner, Niklas Gustafsson:
Improving Traffic Sign Recognition by Active Search. 594-606
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