Institut für Informationsverarbeitung (TNT)

Conference Contributions
- Wentong Liao, Xiang Cheng, Jingfeng Yang, Stefan Roth, Michael Goesele, Michael Ying Yang, Bodo Rosenhahn
  LR-CNN: Local-aware Region CNN for Vehicle Detection in Aerial Imagery
  XXIV ISPRS Congress, International Society for Photogrammetry and Remote Sensing (ISPRS), No. 381, p. 8, Nice, September 2020, edited by N. Paparoditis, C. Mallet, F. Lafarge, F. Remondino, I. Toschi, T. Fuse
  (pdf) BibTeX
- Yasser Samayoa, Jörn Ostermann
  Parameter Selection for a Video Communication System based on HEVC and Channel Coding
  IEEE Latin-American Conference on Communications (LATINCOM 2020), p. 5, Brazil, November 2020
  (pdf) BibTeX
- Berend Denkena, Marc Dittrich, Marius Lindauer, Mainka , Lukas Stürenburg
  Using AutoML to Optimize Shape Error Prediction in Milling Processes
  Proceedings of 20th Machining Innovations Conference for Aerospace Industry (MIC), December 2020
  (pdf, link) BibTeX
- Andre Biedenkapp, H. Furkan Bozkurt, Theresa Eimer, Frank Hutter, Marius Lindauer
  Algorithm Control: Foundation of a New Meta-Algorithmic Framework
  Proceedings of the European Conference on Artificial Intelligence (ECAI), 2020
  (pdf) BibTeX
- Fabian Hartmann, Aron Sommer, Ulrike Pestel-Schiller, Jörn Osterman
  A scheme for stabilizing the image generation for VideoSAR
  13th European Conference on Synthetic Aperture Radar, June 2020, edited by EUSAR 2020
  BibTeX
- Florian Kluger, Hanno Ackermann, Michael Ying Yang, Bodo Rosenhahn
  Temporally Consistent Horizon Lines
  International Conference on Robotics and Automation (ICRA), Paris, France, June 2020
  (arXiv) BibTeX
- Florian Kluger, Eric Brachmann, Hanno Ackermann, Carsten Rother, Michael Ying Yang, Bodo Rosenhahn
  CONSAC: Robust Multi-Model Fitting by Conditional Sample Consensus
  Computer Vision and Pattern Recognition (CVPR), Seattle, WA, USA, June 2020
  (arXiv) BibTeX
- Felix Kuhnke, Lars Rumberg, Jörn Ostermann
  Two-Stream Aural-Visual Affect Analysis in the Wild
  15th IEEE International Conference on Automatic Face and Gesture Recognition (FG 2020), IEEE Computer Society, pp. 366-371, May 2020
  (code) BibTeX
- Yasser Samayoa, Jörn Ostermann
  Modified Active Constellation Extension Algorithm for PAPR Reduction in OFDM Systems
  2020 Wireless Telecommunications Symposium (WTS), p. 5, Washington, USA, April 2020
  (pdf) BibTeX
- Ulrike Pestel-Schiller, Jörn Ostermann
  Interpreter-Based Evaluation of Compressed SAR Images Using JPEG and HEVC Intra Coding: Compression Can Improve Usability
  13th European Conference on Synthetic Aperture Radar, shifted to 2021, June 2020
  BibTeX
- Reemt Hinrichs, Nan Jiang, Raul Beltran, Thomas Krause, Alexander Lange, Max Käding, Boso Schmidt, Steffen Marx, Jörn Ostermann,
  Analysis of the repeatability of the pencil lead break artificial sound source
  59th Annual British Conference on Non-Destructive Testing, September 2020
  BibTeX
- David Speck, André Biedenkapp, Frank Hutter, Robert Mattmüller, Marius Lindauer
  Learning Heuristic Selection with Dynamic Algorithm Configuration
  Proceedings of international workshop on Bridging the Gap Between AI Planning and Reinforcement Learning at ICAPS, June 2020
  (arXiv) BibTeX
- Theresa Eimer, Andre Biedenkapp, Frank Hutter, Marius Lindauer
  Towards Self-Paced Context Evaluations for Contextual Reinforcement Learning
  Workshop on Inductive Biases, Invariances and Generalization in Reinforcement Learning (BIG@ICML'20), July 2020
  (pdf) BibTeX
- Andre Biedenkapp, Raghu Rajan, Frank Hutter, Marius Lindauer
  Towards TempoRL: Learning When to Act
  Workshop on Inductive Biases, Invariances and Generalization in Reinforcement Learning (BIG@ICML'20), July 2020
  (pdf) BibTeX
- Maren Awiszus, Frederik Schubert, Bodo Rosenhahn
  TOAD-GAN: Coherent Style Level Generation from a Single Example
  AAAI Conference on Artificial Intelligence and Interactive Digital Entertainment Best Student Paper Award , October 2020
  (AAAI, github, arxiv, Award) BibTeX
- Andrea Hornakova*, Roberto Henschel*, Bodo Rosenhahn, Paul Swoboda, (* equal contribution)
  Lifted Disjoint Paths with Application in Multiple Object Tracking
  Proceedings of the 37th International Conference on Machine Learning (ICML), July 2020
  (pdf, pdf, Visual Results, Code, Video Presentation) BibTeX
- Petrissa Zell, Bodo Rosenhahn, Bastian Wandt
  Weakly-supervised Learning of Human Dynamics
  European Conference on Computer Vision (ECCV), August 2020
  (arXiv) BibTeX
- Yuren Cong, Hanno Ackermann, Wentong Liao, Michael Ying Yang, Bodo Rosenhahn
  NODIS: Neural Ordinary Differential Scene Understanding
  European Conference on Computer Vision (ECCV), August 2020
  (arXiv) BibTeX
- Henrik Jürgens, Reemt Hinrichs, Jörn Ostermann
  Recognizing Guitar Effects and Their Parameter Settings
  Proceedings of the DAFx2020 (Vol I), 2020
  BibTeX
- Sönke Südbeck, Thomas Krause, Jörn Ostermann
  Non-Line-of-Sight Time-Difference-of-Arrival Localization with Explicit Inclusion of Geometry Information in a Simple Diffraction Scenario
  IEEE MMSP 2020 - IEEE International Workshop on Multimedia Signal Processing, September 2020
  BibTeX
- Gresa Shala, Andre Biedenkapp, Noor Awad, Steven Adriaensen, Marius Lindauer, Frank Hutter
  Learning Step-Size Adaptation in CMA-ES
  Proceedings of the Sixteenth International Conference on Parallel Problem Solving from Nature ({PPSN}'20), September 2020
  (pdf, arXiv) BibTeX
- Tongxin Hu, Vasileios Iosifidis, Liao Wentong, Zhang Hang, Michael Ying Yang, Eirini Ntoutsi, Bodo Rosenhahn
  FairNN - Conjoint Learning of Fair Representations for Fair Decisions
  23rd International Conference on Discovery Science, October 2020
  (pdf) BibTeX
- Hao Cheng, Wentong Liao, Yang Michael Ying, Monica Sester, Bodo Rosenhahn
  MCENET: Multi-Context Encoder Network for Homogeneous Agent Trajectory Prediction in Mixed Traffic
  23rd International Conference on Intelligent Transportation Systems (ITSC), IEEE, September 2020
  (pdf) BibTeX
- Daniel Gritzner, Jörn Ostermann
  USING SEMANTICALLY PAIRED IMAGES TO IMPROVE DOMAIN ADAPTATION FOR THE SEMANTIC SEGMENTATION OF AERIAL IMAGES
  ISPRS Annals of Photogrammetry, Remote Sensing and Spatial Information Sciences, pp. 483--492, August 2020
  (link) BibTeX
- He Sen, Liao Wentong, Hamed Rezazadegan Tavakoli, Michael Ying Yang, Bodo Rosenhahn, Nicolas Pugeault
  Image Captioning through Image Transformer
  Asian Conference on Computer Vision (ACCV), IEEE, Kyoto, November 2020
  (pdf) BibTeX
Journals
- Marius Lindauer and Frank Hutter
  Best Practices for Scientific Research on Neural Architecture Search
  Journal of Machine Learning Research, Vol. 21, pp. 1-18, December 2020
  (arXiv) BibTeX
- Jan Voges, Tom Paridaens, Fabian Müntefering, Liudmila S. Mainzer, Brian Bliss, Mingyu Yang, Idoia Ochoa, Jan Fostier, Jörn Ostermann, Mikel Hernaez
  GABAC: an arithmetic coding solution for genomic data
  Bioinformatics, Vol. 36, No. 7, pp. 2275-2277, 2020
  (link) BibTeX
- Thomas Krause, Jörn Ostermann
  Damage Detection for Wind Turbine Rotor Blades Using Airborne Sound
  Structural Control and Health Monitoring, February 2020
  (link) BibTeX
- Holger Meuel, Jörn Ostermann
  Analysis of Affine Motion-Compensated Prediction in Video Coding
  IEEE Transactions on Image Processing, IEEE, Vol. 29, pp. 7359-7374, June 2020
  (pdf, link) BibTeX
- Stella Graßhof, Hanno Ackermann, Sami Brandt, Jörn Ostermann
  Multilinear Modelling of Faces and Expressions
  Transactions on Pattern Analysis and Machine Intelligence (TPAMI), IEEE, April 2020
  (link) BibTeX
- Roberto Henschel, Timo von Marcard, Bodo Rosenhahn
  Accurate Long-Term Multiple People Tracking using Video and Body-Worn IMUs
  IEEE Transactions on Image Processing, IEEE, 2020
  (pdf, link) BibTeX
Books
- Aron Sommer
  Backprojection Autofocus of Large Ships with Arbitrary Motion for Synthetic Aperture Radar
  Dissertation, 2020
  BibTeX
Patents
- Hanno Ackermann, Holger Meuel, Bodo Rosenhahn, Jörn Ostermann
  Verfahren und Vorrichtung zum Aufnehmen eines Digitalbildes
  Deutsches Patent und Markenamt (DPMA), pp. 1-12, patent number DPMA, Amtl. Az. 10 2017 129 77, patent application 2017-12-13, August 2020
  (link) BibTeX
Technical Report
- Artur Souza, Luigi Nardi, Leonardo Oliveira, Kunle Olukotun, Marius Lindauer, Frank Hutter
  Prior-guided Bayesian Optimization
  arxiv:2006.14608[cs.LG], June 2020
  (arXiv) BibTeX
- Lucas Zimmer, Marius Lindauer, Frank Hutter
  Auto-PyTorch Tabular: Multi-Fidelity MetaLearning for Efficient and Robust AutoDL
  arxiv:2006.13799[cs.LG], June 2020
  (arXiv) BibTeX
- Matthias Feurer, Katharina Eggensperger, Stefan Falkner, Marius Lindauer, Frank Hutter
  Auto-Sklearn 2.0: The Next Generation
  arXiv:2007.04074 [cs.LG], July 2020
  (arXiv) BibTeX
- Jörn Ostermann, Reemt Hinrichs
  Links und rechts verbinden
  Unimagazin, Leibniz Universität Hannover, No. 1, June 2020
  (link) BibTeX
- Katharina Eggensperger, Kai Haase, Philipp Müller, Marius Lindauer, Frank Hutter
  Neural Model-based Optimization with Right-Censored Observations
  CoRR, ArXiv, September 2020
  (arXiv) BibTeX
- Zhengying Liu, Adrien Pavao, Zhen Xu, Sergio Escalera, Fabio Ferreira, Isabelle Guyon, Sirui Hong, Frank Hutter, Rongrong Ji, Julio Jacques, Ge Li, Marius Lindauer, Zhipeng Luo, Meysam Madadi, Thomas Nierhoff, Kangning Niu, Chunguang Pan, Danny Stoll, Sebastien Treguer, Jin Wang, Peng Wang, Chenglin Wu, Youcheng Xiong, Arbër Zela, Yang Zhang
  Winning solutions and post-challenge analyses of the ChaLearn AutoDL challenge 2019
  HAL, September 2020
  (link) BibTeX