@article{LUST2022335,
title = {Efficient detection of adversarial, out-of-distribution and other misclassified samples},
journal = {Neurocomputing},
volume = {470},
pages = {335-343},
year = {2022},
issn = {0925-2312},
doi = {https://doi.org/10.1016/j.neucom.2021.05.102},
url = {https://www.sciencedirect.com/science/article/pii/S0925231221010985},
author = {Julia Lust and Alexandru P. Condurache},
keywords = {Deep Neural Networks, Out-of-distribution detection, Adversarial example detection, Uncertainty quantification, Safety},
}

@inproceedings{Rath2,
  author    = {Matthias Rath and
               Alexandru Paul Condurache},
  editor    = {Giovanni Maria Farinella and
               Petia Radeva and
               Kadi Bouatouch},
  title     = {Improving the Sample-complexity of Deep Classification Networks with
               Invariant Integration},
  booktitle = {Proceedings of the 17th International Joint Conference on Computer
               Vision, Imaging and Computer Graphics Theory and Applications, {VISIGRAPP}
               2022, Volume 5: VISAPP, Online Streaming, February 6-8, 2022},
  pages     = {214--225},
  publisher = {{SCITEPRESS}},
  year      = {2022},
  url       = {https://doi.org/10.5220/0010872000003124},
  doi       = {10.5220/0010872000003124},
}

@InProceedings{wimmer_interspace_cvpr_2022,
  author={Wimmer, Paul and Mehnert, Jens and Condurache, Alexandru Paul},
  booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, {CVPR} 2022, New Orleans, LA, USA, June 19-24, 2022},
  title        = {Interspace Pruning: Using Adaptive Filter Representations to Improve Training of Sparse {CNN}s},
  year       = {2022},
}

@misc{condurache21,
  author =       {Alexandru P. Condurache},
  title =        {A Safety View on Generalization for Machine Learning},
  howpublished = {International Conference on Intelligent Computer Communication and Processing (ICCP)},
  year =         {2021},
  month =        {10},
  note =         {Keynote Lecture},
  url =          {https://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=9733460},
}

@INPROCEEDINGS{wimmer_cops_ijcnn_2021,
  author={Wimmer, Paul and Mehnert, Jens and Condurache, Alexandru Paul},
  booktitle={2021 International Joint Conference on Neural Networks (IJCNN), virtual, July 18-22, 2021}, 
  title={{COPS}: Controlled Pruning Before Training Starts}, 
  year={2021},
  doi={10.1109/IJCNN52387.2021.9533582},
  url={https://ieeexplore.ieee.org/document/9533582}
 }

@inproceedings{wimmer2020,
  title={ FreezeNet: Full Performance by Reduced Storage Costs},
  author={Wimmer, Paul and Mehnert, Jens and Condurache, Alexandru Paul},
  booktitle={Asian Conference on Computer Vision(ACCV)},
  month={December},
  year={2020}
}

@inproceedings{lust2020,
  title={GraN: An efficient Gradien-Norm Based Detector for Adversarial and Misclassified Examples},
  author={Lust, Julia and Condurache, Alexandru Paul},
  booktitle={European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN)},
  month={October},
  year={2020}
}

@inproceedings{rath2020,
  title={Invariant Integration in Deep Convolutional Feature Space},
  author={Rath, Matthias and Condurache, Alexandru Paul},
  booktitle={European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN)},
  month={October},
  year={2020}
}

@inproceedings{ebert2020,
  title={Deep Radar Sensor Models for Accurate and Robust Object Tracking},
  author={Ebert, Jasmin and Gumpp, Thomas and Muenzner, Sebastian and Matskevych, Alex and Condurache, Alexandru Paul and Glaeser, Claudius},
  booktitle={International Conference on Intelligent Transportation Systems (ITSC)},
  month={September},
  year={2020}
}

@inproceedings{Coors2019THREEDV,
  title = {NoVA: Learning to See in Novel Viewpoints and Domains},
  author = {Coors, Benjamin and Condurache, Alexandru Paul and Geiger, Andreas},
url = {http://www.cvlibs.net/publications/Coors2019THREEDV_supplementary.pdf},
  booktitle = {2019 International Conference on 3D Vision (3DV)},
  year = {2019}
}

@conference{Coors2018ECCV,
  title = {SphereNet: Learning Spherical Representations for Detection and Classification in Omnidirectional Images },
  author = {Coors, Benjamin and Condurache, Alexandru Paul and Geiger, Andreas},
  booktitle = {European Conference on Computer Vision (ECCV)},
  month = Sep,
  year = {2018},
  month_numeric = {9}
}

@Conference{trusheim2018,
  author = {Trusheim, Felix and Condurache, Alexandru and Mertins, Alfred.},
  title  = {Boosting Black-Box Variational Inference by Incorporating the Natural Gradient},
  booktitle = {24th International Conference on Pattern Recognition (ICPR)},
  year   = {2018},
 month  = { August }
 }

@INPROCEEDINGS{Coors2018VISAPP,
  author = {Benjamin Coors and Alexandru Condurache and Alfred Mertins and Andreas Geiger},
  title = {Learning Transformation Invariant Representations with Weak Supervision},
  booktitle = {International Conference on Computer Vision Theory and Applications (VISAPP)},
  year = {2018}
}

@InProceedings{Trusheim2017,
  author    = {Trusheim, Felix and Condurache, Alexandru and Mertins, Alfred},
  title     = {Visual Landmark based 3D Road Course Estimation with Black Box Variational Inference},
  booktitle = {17th International Conference on Computer Analysis of Images and Patterns (CAIP 2017)},
  year      = {2017},
  address   = {Ystad, Sweden},
  month     = {August},
}

@Book{Condurache16,
  title     = {Statistical Pattern Recognition for Biometric Person Identification and Event Detection},
  publisher = {GCA-Verlag},
  year      = {2017},
  author    = {Alexandru Paul Condurache},
}

@InProceedings{Trusheim16,
  author       = {F. Trusheim and A. P. Condurache and A. Mertins},
  title        =  {Graphical stochastic models for tracking applications with variational message passing inference},
  booktitle = {Proc. 6th International Conference on Image Processing Theory, Tools and Applications (IPTA 2016)},
  year = {2016},
  address = {Oulu, Finland},
  month = {December},
  owner = {Trusheim},
  timestamp = {2017.01.11}
}

@TECHREPORT{Condurache15,
  author = {A. P. Condurache},
  title = {A Tutorial on Blind Source Separation using Independent Component Analysis and Related Methods},
  institution = {University of Lübeck,  Institute for Signal Processing,  Technical Report},
  month = {April},
  year = {2015}
}

@TECHREPORT{Condurache14,
  author = {A. P. Condurache},
  title = {A Tutorial on Multi-frame Computational Super-resolution using Statistical Methods},
  institution = {University of Lübeck,  Institute for Signal Processing,  Technical Report},
  month = {November},
  year = {2014}
}

@INPROCEEDINGS{Matern13b,
  author = {D. Matern and A. P. Condurache and A. Mertins},
  title = {Adaptive and Automated Ambiance Surveillance and Event Detection for Ambient Assisted Living},
  booktitle = {Proc. Conf. on Eng. in Med. and Biol. Soc. (EMBC)},
  address = {Osaka, Japan},
  month = {3 - 7 July},
  pages = {7318--7321},
  year = {2013}
}

@INPROCEEDINGS{Matern13a,
  author = {D. Matern and A. P. Condurache and A. Mertins},
  title = {Automated Intrusion Detection for Video Surveillance
Using Conditional Random Fields},
  booktitle = {Proc. Conf. on Mach. Vis. Appl. (MVA)},
  address = {Kyoto, Japan},
  month = {20 - 23 May},
  pages = {298--301},
  year = {2013}
}

@INPROCEEDINGS{Matern13,
  author = {D. Matern and A. P. Condurache and A. Mertins},
  title = {Automated Sequence Clustering of Audio Signals using Conditional Random Fields },
  booktitle = {Proc. AIA-DAGA 2013 Conference on Acoustics},
  year = {2013},
  address = {Merano, Italy},
  month = {18 - 22 Mar.},
  pages = {1439--1440}
}

@inproceedings{condurache2012b1,
  author = {A. P. Condurache and J. Kotzerke and A. Mertins},
  title = {Robust retina-based person authentication using the sparse classifier},
  booktitle = {Proc. of Europeean Signal Processing Conference (EUSIPCO)},
  year = {2012},
  address = {Bucharest, Romania},
  pages = {1514-1518},
  publisher = {IEEE},
  month = {27-31 August}
}

@INPROCEEDINGS{Condurache2012a,
  author = {A. P. Condurache and A. Mertins},
  title = {Sparse representations and invariant sequence-feature extraction for event detection},
  booktitle = {Proc. of Intl. Conf. on Comp. Vis. Theory and App. (VISAPP)},
  year = {2012},
  address = {Rome, Italy},
  month = {24-26 February},
  publisher = {Springer},
  pages = {679 -- 684}
}