Publications

Journals

• H. Bischof, M. Godec, C. Leistner, A. Starzacher, and B. Rinner. Autonomous audio-supported learning of visual classifiers for traffic monitoring. IEEE Intelligent Systems,
  25(3), May/June 2010.

Conferences

• An Embedded Multi-Sensor Data Fusion Framework for Enhancing Vision-based Traffic Monitoring. In Proceedings of the ACM/IEEE Conference on Distributed Smart Cameras
  (PhD Forum), pages 400-401, Vienna, Austria, 2007.
• Clemens Arth, Christian Leistner and Horst Bischof. Robust Local Features and their Application in Self-Calibration and Object Recognition on Embedded Systems. Embedded Computer Vision Workshop (in conjunction with CVPR), Minneapolis, 2007.
• Clemens Arth, Christian Leistner and Horst Bischof. Object Reacquisition and Tracking in Large-Scale Smart Camera Netwoks. Proceedings of the First ACM/IEEE International Conference on Distributed Smart Cameras, Vienna, Austria, 2007.
• Andreas Starzacher and Bernhard Rinner. Evaluating KNN, LDA and QDA Classification for embedded online Feature Fusion. In Proceedings of the Fourth International Conference on Intelligent Sensors, Sensor Networks and Information Processing (ISSNIP-2008), pages 85-90, Sydney, NSW, 2008.
• Helmut Grabner, Christian Leistner and Horst Bischof. Time-Dependent On-line Boosting for Robust Backgroundmodeling. In Proceedings International Conference on Computer Vision Theory and Applications, Funchal, 2008.
• Christian Leistner, Helmut Grabner and Horst Bischof. Semi-Supervised Boosting using Visual Similarity Learning. In Proceedings of the IEEE International Conference on Computer Vision and Pattern Recognition (CVPR), Anchorage, 2008.
• Peter M. Roth, Helmut Grabner, Christian Leistner, M. Winter and Horst Bischof. Interactive Learning a Person Detector: Fewer Clicks - Less Frustration. In Proceedings Workshop of the Austrian Association for Pattern Recognition (AAPR), Linz, Austria, 2008.
• Helmut Grabner, Christian Leistner and Horst Bischof. Semi-Supervised On-line Boosting for Robust Tracking. In Proceedings European Conference on Computer Vision (ECCV), Marseille, 2008.
• Christian Leistner, Peter Roth, Helmut Grabner, Horst Bischof, Andreas Starzacher and Bernhard Rinner. Visual on-line Learning in Distributed Camera Networks. In Proceedings of the ACM/IEEE International Conference on Distributed Smart Cameras (ICDSC-08), Stanford, USA, 2008.
• Andreas Starzacher and Bernhard Rinner. Embedded Realtime Feature Fusion based on ANN, SVM and NBC. In Proceedings of the Twelfth International Conference on Information Fusion (Fusion-2009), pages 482-489, Seattle, WA, USA, 2009.
• Andreas Starzacher and Bernhard Rinner. Single Sensor Acoustic Feature Extraction for Embedded Realtime Vehicle Classification. In Proceedings of the 2nd International Workshop on Sensor Networks and Ambient Intelligence (SeNAmI), Hiroshima, Japan, 2009.
• Amir Saffari, Christian Leistner and Horst Bischof. Regularized Multi-Class Semi-Supervised Boosting. In Proceedings of the IEEE International Conference on Computer Vision and Pattern Recognition (CVPR), Miami, 2009.
• Martin Godec, Helmut Grabner, Christian Leistner and Horst Bischof. Speeding up Semi-Supervised On-line Boosting for Tracking. In Proceedings Workshop of the Austrian Association for Pattern Recognition (AAPR), Stainz, Austria, 2009.
• Christian Leistner, Amir Saffari, Peter M. Roth and Horst Bischof. On Robustness of On-line Boosting - A Competitive Study. In Proceedings of the Online Learning for Computer Vision Workshop (in conjunction with ICCV), Kyoto, 2009.
• Christian Leistner, Amir Saffari, Jakob Santner and Horst Bischof. Semi-Supervised Random Forests. In Proceedings of the International Conference on Computer Vision, Kyoto, 2009.
• Amir Saffari, Christian Leistner, Jakob Santner, Martin Godec and Horst Bischof. Online Random Forests. In Proceedings of the Online Learning for Computer Vision Workshop (in conjunction with ICCV), Kyoto, 2009.
• Peter M. Roth, Christian Leistner, Helmut Grabner and Horst Bischof. Online Learning of Person Detectors by Co-Training from Multiple Cameras, in Multi-Camera Networks, Principles and Applications, Academic Press, 2009.
• Wolfgang Schriebl, Thomas Winkler, Andreas Starzacher and Bernhard Rinner. A pervasive smart camera network architecture applied for multi-camera object classification. In Proceedings of the ACM/IEEE International Conference on Distributed Smart Cameras (ICDSC-09), Como, Italy, 2009.
• Martin Godec, Christian Leistner, Horst Bischof, Andreas Starzacher and Bernhard Rinner. Audio-visual co-training for vehicle classification. In Proceedings of the IEEE International Conference on Advanced Video and Signal based Surveillance (AVSS),
  Boston, MA, USA, 2010.
• Horst Bischof, Martin Godec, Marcus Hennecke, Christian Leistner, Arnold Maier, Bernhard Rinner, Andreas Starzacher and Jürgen Wolf. Autonomous multi-sensor classification for traffic monitoring. In Data and Mobility 2010 - Third Lakeside Conference,
  Klagenfurt, Austria, 2010.
• Amir Saffari, Martin Godec, Thomas Pock, Christian Leistner and Horst Bischof. Online Multi-Class LPBoost. In Proceedings IEEE Conference on Computer Vision and Pattern Recognition (CVPR), San Francisco, 2010.
• Martin Godec, Sabine Sternig, Peter M. Roth and Horst Bischof. Context-driven Clustering by Multi-Class Classification in an Active Learning Framework. In Proceedings Workshop on Use of Context in Video Processing (in conjunction with CVPR), San Francisco, 2010.
• Martin Godec, Sabine Sternig, Peter M. Roth and Horst Bischof. TransientBoost: On-line Boosting with Transient Data. In Proceedings IEEE Online Learning for Computer Vision Workshop (in conjunction with CVPR), San Francisco, 2010.
• Peter M. Roth, Christian Leistner, Armin Berger and Horst Bischof. Multiple Instance Learning from Multiple Cameras. In Proceedings IEEE Workshop on Camera Networks (in conjunction with CVPR), San Francisco, 2010.
• Armin Berger, Peter M. Roth, Christian Leistner and Horst Bischof. Centralized Information Fusion for Learning Object Detectors in Multi-Camera Networks. In Proceedings Workshop of the Austrian Association for Pattern Recognition (AAPR), Zwettl, Austria, 2010.
• Martin Godec, Christian Leistner, Amir Saffari and Horst Bischof. On-line Random Native Bayes for Tracking. In Proceedings International Conference on Pattern Recognition (ICPR), Istanbul, 2010.