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44th 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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