Homepage of Stefan Kluckner
News
This homepage is no longer updated. Since January 2011 I have continued my work at Siemens Corporate Technology. If you have some questions do not hesitate to contact me.
PhD Thesis
CV
Stefan Kluckner received a MSc degree in Telematics from the University of Technology Graz in 2006. He is currently a research assistant at the Institute for Computer Graphics and Vision. Since 2008 he is a member of the Virtual Habitat Team and the VH Reading Group. A detailed CV can be downloaded here CV .
Research interests
- Semantic segmentation and classification
- Fast feature extraction
- Covariance matrix based descriptors
- Efficient machine learning techniques
- Redundant image fusion
- Large scale computations in aerial imagery
Project
Since April 2007, he is involved in the APAFA Project.
Software
- Source code and precompiled Matlab mex files for Sigma Points computation of first and second order statistics:
This software is provided under the terms of the GNU General Public License: CovSigmaPointsComp, Current version 19.01.2010
Please cite this paper if you use the code in a publication
Kluckner, S. and Mauthner T. and Roth, P.M. and Bischof, H. (2009): Semantic Classification in Aerial Imagery by Integrating Appearance and Height Information, Proceedings Asian Conference on Computer Vision, BibFile
- Source code and precompiled Matlab mex files for Sigma Points computation of structure tensors:
This software is provided under the terms of the GNU General Public License: STSigmaPointsComp, Current version 15.05.2010
Please cite this paper if you use the code in a publication
Donoser, M. and Kluckner, S. and Bischof, H. (2010): Object Tracking by Structure Tensor Analysis, Proceedings International Conference on Pattern Recognition, to appear, BibFile
Open Student Projects
Click here
Publications
Click here for a full list of publications.
Redundant image fusion
- Kluckner, S. and Pock, T. and Bischof, H. (2010): Exploiting Redundancy for Aerial Image Fusion using Convex Optimization, Proceedings Annual Symposium German Association for Pattern Recognition
- Kluckner, S. and Bischof, H. (2010): Large-Scale Aerial Image Interpretation using a Redundant Semantic Classification, Proceedings International Society for Photogrammetry and Remote Sensing, Photogrammetric Computer Vision and Image Analysis
- Kluckner, S. and Unger, M. and Pock, T. and Bischof, H. (2010): Large-scale Semantic Classification and Ortho-Image Fusion, One-day BMVA Technical Meeting for Aerial Image Analysis and Classification, Scientific Abstract
Semantic Classification using Covariance Descriptors and Randomized Forests
- Kluckner, S. and Donoser M. and Bischof, H. (2010): Super-Pixel Class Segmentation in Large-Scale Aerial Imagery, Proceedings Annual Workshop of the Austrian Association for Pattern Recognition
- Kluckner, S. and Bischof, H. (2009): Semantic Classification by Covariance Descriptors Within a Randomized Forest, Proceedings International Conference on Computer Vision, Workshop on 3D Representation for Recognition (3dRR-09)
- Kluckner, S. and Mauthner T. and Roth, P.M. and Bischof, H. (2009): Semantic Classification in Aerial Imagery by Integrating Appearance and Height Information, Proceedings Asian Conference on Computer Vision
- Kluckner, S. and Mauthner T. and Roth, P.M. and Bischof, H. (2009): Semantic Image Classification using Consistent Regions and Individual Context, Proceedings British Machine Vision Conference
- Kluckner, S. and Bischof, H. (2009): Pixel-wise Image Segmentation using Randomized Forest Classification and Shape Information, Proceedings Computer Vision Winter Workshop
Tracking with Covariance Descriptors
- Kluckner, S. and Mauthner T. and Bischof, H. (2009): A Covariance Approximation on Euclidean Space for Visual Tracking, Proceedings Annual Workshop of the Austrian Association for Pattern Recognition
- Donoser, M. and Kluckner, S. and Bischof, H. (2010): Object Tracking by Structure Tensor Analysis, Proceedings International Conference on Pattern Recognition
Building Detection and Modeling in Aerial Imagery
- Kluckner, S. and Bischof, H. (2010): Image-based Building Classification and 3D Modeling with Super-Pixels, Proceedings International Society for Photogrammetry and Remote Sensing, Photogrammetric Computer Vision and Image Analysis (Best Paper Award)
- Nguyen, T. T. and Kluckner, S. and Bischof, H. and Leberl, F. (2010): Aerial Photo Building Classification by Stacking Appearance and Elevation Measurements, Proceedings International Society for Photogrammetry and Remote Sensing Symposium, 100 Years ISPRS - Advancing Remote Sensing Science
- Leberl, F. and Kluckner, S. and Bischof, H. (2009): Collection, Processing and Augmentation of VR Citites, Proceedings Photogrammetric Week, Stuttgart University
- Kluckner, S. and Pacher, G. and Bischof, H. and Leberl, F. (2009): Objekterkennung in Luftbildern mit Methoden der Computer Vision durch kombinierte Verwendung von Redundanz, Farb- und Hoeheninformation, Proceedings Internationale 15. Geodaetische Woche
- Leberl, F. and Bischof, H. and Pock, T. and Irschara, A. and Kluckner, S. (2010): Aerial Computer Vision for a 3D Virtual Habitat, Computer 43 (6), pp. 24-31
Car Detection in Aerial Imagery
- Mauthner, T. and Kluckner, S. and Roth, P.M. and Bischof, H. (2010): Efficient Object Detection Using Orthogonal NMF Descriptor Hierarchies, Proceedings Annual Symposium German Association for Pattern Recognition
- Leberl, F. and Kluckner, S. and Pacher, G. and Grabner, H. and Bischof, H. and Gruber, M. (2008): Detecting Cars in Aerial Imagery for Improvements of Orthophotos and Digital Elevation Models, Proceedings ASPRS Annual Conference
- Pacher, G. and Kluckner, S. and Bischof, H. (2008): An Improved Car Detection using Street Layer Extraction, Proceedings Computer Vision Winter Workshop
- Leberl, F. and Bischof, H. and Grabner, H. and Kluckner, S. (2007): Recognizing Cars in Aerial Imagery to Improve Orthophotos, Proceedings ACM International Symposium on Advances in Geographic Information Systems
- Kluckner, S. and Pacher, G. and Grabner, H. and Bischof, H. and Bauer, J. (2007): A 3D Teacher for Car Detection in Aerial Images, Proceedings International Conference on Computer Vision, Workshop on 3D Representation for Recognition (3dRR-07)
Medical Image Processing
- Urschler, M. and Kluckner and S. and Bischof, H. (2007): A Framework for Comparison and Evaluation of Nonlinear Intra-Subject Image Registration Algorithms, Proceedings International Conference on Medical Image Computing and Computer Assisted Intervention, ISC/NA-MIC Workshop on Open Science
- Kluckner, S. (2006): "Non-Linear 3D Volume Registration Using A Local-Affine Model", Master Thesis, Graz University of Technology
