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Sabine Sternig

Peter M. Roth

Short CV

Peter Roth received a MSc degree (Dipl.-Ing.) in Mathematics and a PhD degree (Dr.techn) in Computer Science, both from Graz University of Technology in 2002 and 2008, respectively. He is currently a postdoc researcher at the Institute for Computer Graphics and Vision at Graz University of Technology. His research interests are mainly object recogniton/detection and machine learning for vision in particular in the field of visual surveillance.

A full CV can be downloaded here!



Research

The main reseach interestis include: Further details can be found in the Research section of this page soon!



Publications

2014

  1. Hough Forests Revisited: An Approach to Multiple Instance Tracking from Multiple Cameras (bib)Georg Poier, Samuel Schulter, Sabine Sternig, Peter M. Roth, and Horst Bischof In Proc. German Conference on Pattern Recognition (GCPR/DAGM), 2014
    (The original publication is available at www.springer.com)
  2. Mahalanobis Distance Learning for Person Re-Identification (bib)Peter M. Roth, Martin Hirzer, Martin Koestinger, Csaba Beleznai, and Horst Bischof In Person Re-Identification, pages 247-267, Springer, 2014
    (The original publication is available at www.springer.com)
  3. Occlusion Geodesics for Online Multi-Object Tracking (bib) (code) Horst Possegger, Thomas Mauthner, Peter M. Roth, and Horst Bischof In Proc. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2014
  4. Accurate Object Detection with Joint Classification-Regression Random Forests (bib)Samuel Schulter, Christian Leistner, Paul Wohlhart, Peter M. Roth, and Horst Bischof In Proc. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2014

2013

  1. Alternating Regression Forests for Object Detection and Pose Estimation (bib)Samuel Schulter, Christian Leistner, Paul Wohlhart, Peter M. Roth, and Horst Bischof In Proc. International Conference on Computer Vision (ICCV), 2013
  2. Joint Learning of Discriminative Prototypes and Large Margin Nearest Neighbor Classifiers (bib)Martin Koestinger, Paul Wohlhart, Peter M. Roth, and Horst Bischof In Proc. International Conference on Computer Vision (ICCV), 2013
  3. Unsupervised Object Discovery and Segmentation in Videos (bib)Samuel Schulter, Christian Leistner, Peter M. Roth, and Horst Bischof In Proc. British Machine Vision Conference (BMVC), 2013
  4. Hough-based Tracking on Deformable Objects (bib)Martin Godec, Peter M. Roth, and Horst Bischof In Decision Forest, pages 159-173, Springer, 2013
  5. Hough-based Tracking of Non-rigid Objects (bib)Martin Godec, Peter M. Roth, and Horst Bischof Computer Vision and Image Understanding (CVIU) 117 (10): 1245-1256, 2013
  6. Segmentation-based Tracking by Support Fusion (bib)Markus Heber, Martin Godec, Matthias Rüther, Peter M. Roth, and Horst Bischof Computer Vision and Image Understanding (CVIU) 117 (6): 573-586, 2013
  7. Ordinal Random Forests for Object Detection (bib)Samuel Schulter, Peter M. Roth, and Horst Bischof In Proc. German Conference on Pattern Recognition (GCPR/DAGM), 2013
  8. Efficient Retrieval for Large Scale Metric Learning (bib)Martin Koestinger, Peter M. Roth, and Horst Bischof In Proc. German Conference on Pattern Recognition (GCPR/DAGM), 2013
  9. Robust Real-Time Tracking of Multiple Objects by Volumetric Mass Densities (bib) (data) Horst Possegger, Sabine Sternig, Thomas Mauthner, Peter M. Roth, and Horst Bischof In Proc. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2013
  10. Alternating Decision Forests (bib)Samuel Schulter, Paul Wohlhart, Christian Leistner, Amir Saffari, Peter M. Roth, and Horst Bischof In Proc. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2013
  11. Optimizing 1-Nearest Prototype Classifiers (bib)Paul Wohlhart, Martin Koestinger, Michael Donoser, Peter M. Roth, and Horst Bischof In Proc. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2013
  12. Pedestrian Detection, Tracking and Re-Identification for Search in Visual Surveillance Data (bib)Csaba Beleznai, Michael Rauter, Martin Hirzer, and Peter M. Roth In Proc. Conf. of the Hungarian Association for Image Processing and Pattern Recognition, 2013

2012

  1. Density-based rare event detection from streams of neuromorphic sensor data (bib)Csaba Beleznai, Nabil Belbachir, and Peter M. Roth In Proc. International Conference on Distributed Smart Cameras (ICDSC), 2012
  2. Dense Appearance Modeling and Efficient Learning of Camera Transitions for Person Re-Identification (bib)Martin Hirzer, Csaba Beleznai, Martin Koestinger, Peter M. Roth, and Horst Bischof In Proc. IEEE International Conference on Image Processing (ICIP), 2012
  3. Person Re-Identification by Efficient Impostor-based Metric Learning (bib)Martin Hirzer, Peter M. Roth, and Horst Bischof In Proc. IEEE International Conference on Advanced Video and Signal-Based Surveillance (AVSS), 2012
  4. Relaxed Pairwise Learned Metric for Person Re-Identification (bib)Martin Hirzer, Peter M. Roth, Martin Koestinger, and Horst Bischof In Proc. European Conference on Computer Vision (ECCV), 2012
    (The original publication is available at www.springerlink.com)
  5. Large Scale Metric Learning from Equivalence Constraints (bib)Martin Koestinger, Martin Hirzer, Paul Wohlhart, Peter M. Roth, and Horst Bischof In Proc. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2012
  6. Synergy-based Learning of Facial Identity (bib)Martin Koestinger, Peter M. Roth, and Horst Bischof In Proc. DAGM Symposium, 2012
    (Winner of the Best Paper Award)
  7. Robust Face Detection by Simple Means (bib)Martin Koestinger, Paul Wohlhart, Peter M. Roth, and Horst Bischof In Computer Vision in Applications Workshop (DAGM), 2012
  8. Learn to Move: Activity Specific Motion Models for Tracking by Detection (bib)Thomas Mauthner, Peter M. Roth, and Horst Bischof In IEEE International Workshop on Analysis and Retrieval of Tracked Events and Motion in Imagery Streams (ARTEMIS, in conjunction with ECCV), 2012
  9. SkiTracker: Robust Outdoor PTZ-Tracking (bib)Thomas Mauthner, Peter M. Roth, Klaus Mairinger, and Horst Bischof In Computer Vision in Applications Workshop (DAGM), 2012
  10. Real-time Activity Repetition Detection (bib)Markus Murschitz, Thomas Mauthner, Peter M. Roth, and Horst Bischof In Proc. Computer Vision Winter Workshop (CVWW), 2012
  11. Text Localization in Unconstrained Images (bib)Georg Poier, Jürgen Hatzl, Stefan Kluckner, Peter M. Roth, and Horst Bischof In Proc. Computer Vision Winter Workshop (CVWW), 2012
  12. Unsupervised Calibration of Camera Networks and Virtual PTZ Cameras (bib) (code) (data) Horst Possegger, Matthias Rüther, Sabine Sternig, Thomas Mauthner, Manfred Klopschitz, Peter M. Roth, and Horst Bischof In Proc. Computer Vision Winter Workshop (CVWW), 2012
  13. Hough Regions for Joining Instance Localization and Segmentation (bib)Hayko Riemenschneider, Sabine Sternig, Michael Donoser, Peter M. Roth, and Horst Bischof In Proc. European Conference on Computer Vision (ECCV), 2012
  14. On-line Inverse Multiple Instance Boosting for Classifier Grids (bib)Sabine Sternig, Peter M. Roth, and Horst Bischof Pattern Recognition Letters, 2012
  15. Slow feature analysis for autonomous learning object categories from videos (bib)Max Stricker, Peter M. Roth, and Horst Bischof In Proc. Computer Vision Winter Workshop (CVWW), 2012
  16. Detecting Partially Occluded Objects with an Implicit Shape Model Random Field (bib)Paul Wohlhart, Michael Donoser, Peter M. Roth, and Horst Bischof In Proc. Asian Conference on Computer Vision (ACCV), 2012
    (Winner of the Best Paper Award)
  17. Discriminative Hough Forests for Object Detection (bib)Paul Wohlhart, Samuel Schulter, Martin Koestinger, Peter M. Roth, and Horst Bischof In Proc. British Machine Vision Conference (BMVC), 2012

2011

  1. Open Source Intelligence am Beispiel von KIRAS MDL: Multimedia Documentation Lab (bib)Gerhard Backfried, Dorothea Aniola, Gerald Quirchmayr, Werner Winiwarter, Klaus Mak, H. C. Pilles, Christian Meurers, Martin Koestinger, Paul Wohlhart, and Peter M. Roth In Proceedings of 9. Sicherheitskonferenz Krems, Donau-Universitaet Krems, 2011
  2. OUTLIER -- Online Learning and Visualization of Unusual Events (bib)Josef Birchbauer, Samuel Schulter, Rene Schuster, Georg Poier, Martin Winter, Peter Schallauer, and Peter M. Roth and Horst Bischof In Proc. IEEE International Conference on Advanced Video and Signal-Based Surveillance (AVSS, Demo Session), 2011
  3. Hough-based Tracking of Non-rigid Objects (bib)Martin Godec, Peter M. Roth, and Horst Bischof In Proc. International Conference on Computer Vision (ICCV), 2011
  4. Person Re-Identification by Descriptive and Discriminative Classification (bib)Martin Hirzer, Csaba Beleznai, Peter M. Roth, and Horst Bischof In Proc. Scandinavian Conference on Image Analysis (SCIA), 2011
    (The original publication is available at www.springerlink.com)
  5. Learning to Recognize Faces from Videos and Weakly Related Information Cues (bib)Martin Koestinger, Paul Wohlhart, Peter M. Roth, and Horst Bischof In Proc. IEEE International Conference on Advanced Video and Signal-Based Surveillance (AVSS), 2011
  6. Annotated Facial Landmarks in the Wild: A Large-scale, Real-world Database for Facial Landmark Localization (bib)Martin Koestinger, Paul Wohlhart, Peter M. Roth, and Horst Bischof In First IEEE International Workshop on Benchmarking Facial Image Analysis Technologies, 2011
  7. Next-Generation 3D Visualization for Visual Surveillance (bib)Peter M. Roth, Horst Bischof, Norbert Braendle, Peter Widhalm, Sven Havemann, Volker Settgast, Marcel Lancelle, and Josef Birchbauer In Proc. IEEE International Conference on Advanced Video and Signal-Based Surveillance (AVSS), 2011
  8. On-line Hough Forests (bib)Samuel Schulter, Christian Leistner, Peter M. Roth, Luc Van Gool, and Horst Bischof In Proc. British Machine Vision Conference (BMVC), 2011
  9. Multi-Cue Learning and Visualization of Unusual Events (bib)Rene Schuster, Samuel Schulter, Georg Poier, Martin Hirzer, Josef Birchbauer, Peter M. Roth, Horst Bischof, Martin Winter, and Peter Schallauer In Proc. 11th IEEE Workshop on Visual Surveillance (ICCV), 2011
  10. Multi-camera Multi-object Tracking by Robust Hough-based Homography Projections (bib)Sabine Sternig, Thomas Mauthner, Arnold Irschara, Peter M. Roth, and Horst Bischof In Proc. 11th IEEE Workshop on Visual Surveillance (ICCV), 2011
  11. Multiple Instance Boosting for Face Recognition in Videos (bib)Paul Wohlhart, Martin Koestinger, Peter M. Roth, and Horst Bischof In Proc. DAGM Symposium, 2011
  12. Learning Face Recognition in Videos from Associated Information Sources (bib)Paul Wohlhart, Martin Koestinger, Peter M. Roth, and Horst Bischof In Proc. Workshop of the Austrian Association for Pattern Recognition (AAPR/OAGM), 2011

2010

  1. Multimedia Documentation Lab (bib)Gerhard Backfried, Dorothea Aniola, Klaus Mak, H.C. Pilles, Gerald Quirchmayr, Werner Winiwarter, and Peter M. Roth In Proc. Int'l Conf. on Knowledge Management and Knowledge Technologies, 2010
  2. Centralized Information Fusion for Learning Object Detectors in Multi-Camera Networks (bib)Armin Berger, Peter M. Roth, Christian Leistner, and Horst Bischof In Proc. Workshop of the Austrian Association for Pattern Recognition, 2010
  3. Video Detection of Dangerous Goods Vehicles in Road Tunnels (bib)Josef Birchbauer, Martin Koestinger, Paul Wohlhart, Peter M. Roth, Horst Bischof, and Claudia Windisch In Proc. Tunnel Safety and Ventilation, 2010
  4. Context-driven Clustering by Multi-class Classification in an Active Learning Framework (bib)Martin Godec, Sabine Sternig, Peter M. Roth, and Horst Bischof In Proc. Workshop on Use of Context in Video Processing (CVPR), 2010
  5. Efficient Object Detection Using Orthogonal NMF Descriptor Hierarchies (bib)Thomas Mauthner, Stefan Kluckner, Peter M. Roth, and Horst Bischof In Proc. DAGM Symposium, 2010
  6. Temporal Feature Weighting for Prototype-Based Action Recognition (bib)Thomas Mauthner, Peter M. Roth, and Horst Bischof In Proc. Asian Conf. on Computer Vision, 2010
  7. Multiple Instance Learning from Multiple Cameras (bib)Peter M. Roth, Christian Leistner, Armin Berger, and Horst Bischof In Proc. IEEE Workshop on Camera Networks (CVPR), 2010
  8. Automatic Detection and Reading of Dangerous Goods Plates (bib)Peter M. Roth, Martin Koestinger, Paul Wohlhart, Horst Bischof, and Josef Birchbauer In Proc. IEEE Int'l Conf. on Advanced Video and Signal-Based Surveillance, 2010
  9. TransientBoost: On-line Boosting with Transient Data (bib)Sabine Sternig, Martin Godec, Peter M. Roth, and Horst Bischof In Proc. IEEE Online Learning for Computer Vision Workshop (CVPR), 2010
  10. Robust object detection by classifier cubes and local verification (bib)Sabine Sternig, Hayko Riemenschneider, Peter M. Roth, Michael Donoser, and Horst Bischof In Proc. Workshop of the Austrian Association for Pattern Recognition, 2010
  11. Inverse Multiple Instance Learning for Classifier Grids (bib)Sabine Sternig, Peter M. Roth, and Horst Bischof In Proc. IEEE Int'l Conf. on Pattern Recognition, 2010
    (Winner of the Best Paper Award)
  12. Learning of Scene-Specific Object Detectors by Classifier Co-Grids (bib)Sabine Sternig, Peter M. Roth, and Horst Bischof In Proc. IEEE Int'l Conf. on Advanced Video and Signal-Based Surveillance, 2010
  13. Efficient Robust Active Appearance Model Fitting (bib)Markus Storer, Peter M. Roth, Martin Urschler, Horst Bischof, and Josef A. Birchbauer In Communications in Computer and Information Science, vol. 68, Springer, 2010
  14. 3D Camera Tracking in Unknown Environments using On-line Keypoint Learning (bib)Paul Wohlhart, Peter M. Roth, and Horst Bischof In Proc. Computer Vision Winter Workshop, 2010

2009

  1. A level set framework using a new incremental, robust Active Shape Model for object segmentation and tracking (bib)Michael Fussenegger, Peter M. Roth, Rachid Deriche, Horst Bischof, and Axel Pinz Image and Vision Computing 27: 1157-1168, 2009
  2. Semantic Image Classification using Consistent Regions and Individual Context (bib)Stefan Kluckner, Thomas Mauthner, Peter M. Roth, and Horst Bischof In Proc. British Machine Vision Conf., 2009
  3. Semantic Classification in Aerial Imagery by Integrating Appearance and Height Information (bib)Stefan Kluckner, Thomas Mauthner, Peter M. Roth, and Horst Bischof In Proc. Asian Conf. on Computer Vision, 2009
  4. On Robustness of On-line Boosting - A Competitive Study (bib)Christian Leistner, Amir R. Saffari A. A., Peter M. Roth, and Horst Bischof In Proc. IEEE On-line Learning for Computer Vision Workshop, 2009
  5. Action Recognition from a Small Number of Frames (bib)Thomas Mauthner, Peter M. Roth, and Horst Bischof In Proc. Computer Vision Winter Workshop, 2009
  6. Instant Action Recognition (bib)Thomas Mauthner, Peter M. Roth, and Horst Bischof In Proc. Scandinavian Conf. on Image Analysis, 2009
  7. Online Learning of Person Detectors by Co-Training from Multiple Cameras (bib)Peter M. Roth, Christian Leistner, Helmut Grabner, and Horst Bischof In Multi-Camera Networks, Principles and Applications, pages 313-334, Academic Press, 2009
  8. Efficient Human Action Recognition by Cascaded Linear Classification (bib)Peter M. Roth, Thomas Mauthner, Inayatulla Khan, and Horst Bischof In Proc. IEEE Workshop on Video-Oriented Object and Event Classification, 2009
  9. Classifier Grids for Robust Adaptive Object Detection (bib)Peter M. Roth, Sabine Sternig, Helmut Grabner, and Horst Bischof In Proc. IEEE Conf. on Computer Vision and Pattern Recognition, 2009
  10. Proc. 33rd Workshop of the Austrian Association for Pattern Recognition (bib)Peter M. Roth, Thomas Mauthner, and Thomas Pock, eds. Austrian Computer Society, 2009
  11. Robust Adaptive Classifier Grids for Object Detection from Static Cameras (bib)Sabine Sternig, Peter M. Roth, Helmut Grabner, and Horst Bischof In Proc. Computer Vision Winter Workshop, 2009
  12. Fast-Robust PCA (bib)Markus Storer, Peter M. Roth, Martin Urschler, and Horst Bischof In Proc. Scandinavian Conf. on Image Analysis, 2009
  13. Active Appearance Model Fitting Under Occlusion Using Fast-Robust PCA (bib)Markus Storer, Peter M. Roth, Martin Urschler, Horst Bischof, and Josef A. Birchbauer In Proc. International Conference on Computer Vision Theory and Applications, 2009
  14. Efficient Classification for Large-scale Problems by Multiple LDA Subspaces (bib)Martina Uray, Peter M. Roth, and Horst Bischof In Proc. International Conference on Computer Vision Theory and Applications, 2009

2008

  1. Visual On-line Learning in Distributed Camera Networks (bib)Christian Leistner, Peter M. Roth, Helmut Grabner, Andreas Starzacher, Horst Bischof, and Bernhard Rinner In Proc. Int'l Conf. on Distributed Smart Cameras, 2008
  2. Conservative Learning for Object Detectors (bib)Peter M. Roth and Horst Bischof In Machine Learning Techniques for Multimedia, Springer, 2008
  3. Active Sampling via Tracking (bib)Peter M. Roth and Horst Bischof In Proc. IEEE Online Learning for Classification Workshop (CVPR), 2008
  4. InterActive Learning a Person Detector: Fewer Clicks - Less Frustration (bib)Peter M. Roth, Helmut Grabner, Christian Leistner, Martin Winter, and Horst Bischof In Proc. Workshop of the Austrian Association for Pattern Recognition, 2008

2007

  1. Eigenboosting: Combining Discriminative and Generative Information (bib)Helmut Grabner, Peter M. Roth, and Horst Bischof In Proc. IEEE Conf. on Computer Vision and Pattern Recognition, 2007
  2. Is Pedestrian Detection Really a Hard Task? (bib)Helmut Grabner, Peter M. Roth, and Horst Bischof In Proc. IEEE Intern. Workshop on Performance Evaluation of Tracking and Surveillance, 2007
  3. Incremental LDA Learning by Combining Reconstructive and Discriminative Approaches (bib)Martina Uray, Danijel Skovcaj, Peter M. Roth, Horst Bischof, and Alevs Leonardis In Proc. British Machine Vision Conf., 2007

2006

  1. On-line, incremental learning of a robust active shape model (bib)Michael Fussenegger, Peter M. Roth, Horst Bischof, and Axel Pinz In Proc. DAGM Symposium, 2006
  2. Autonomous Learning of a Robust Background Model for Change Detection (bib)Helmut Grabner, Peter M. Roth, Michael Grabner, and Horst Bischof In Proc. IEEE Intern. Workshop on Performance Evaluation of Tracking and Surveillance, 2006
  3. On-line Learning a Person Model from Video Data (bib)Peter M. Roth and Horst Bischof In Video Proc. IEEE Conf. on Computer Vision and Pattern Recognition, 2006
  4. Tracking for Learning an Object Representation from Unlabeled Data (bib)Peter M. Roth, Michael Donoser, and Horst Bischof In Proc. Computer Vision Winter Workshop (CVWW), 2006
  5. On-line Learning of Unknown Hand Held Objects via Tracking (bib)Peter M. Roth, Michael Donoser, and Horst Bischof In Proc. Second Intern. Cognitive Vision Workshop, 2006
  6. Incremental Robust Learning an Active Shape Model (bib)Peter M. Roth, Michael Fussenegger, Axel Pinz, and Horst Bischof In Proc. Workshop of the Austrian Association for Pattern Recognition (AAPR/OAGM), 2006

2005

  1. Object Detection with Bootstrapped Learning (bib)Peter M. Roth, Horst Bischof, Danijel Skocaj, and Ales Leonardis In Proc. Computer Vision Winter Workshop (CVWW), 2005
  2. Conservative Visual Learning for Object Detection with Minimal Hand Labeling Effort (bib)Peter M. Roth, Helmut Grabner, Danijel Skocaj, Horst Bischof, and Ales Leonardis In Proc. DAGM Symposium, 2005
  3. On-line conservative learning for person detection (bib)Peter M. Roth, Helmut Grabner, Danijel Skocaj, Horst Bischof, and Ales Leonardis In Proc. IEEE Intern. Workshop on Visual Surveillance and Performance Evaluation of Tracking and Surveillance (VS-PETS), 2005

PhD Thesis

2008

  1. On-line Conservative Learning (bib)Peter M. Roth Ph.D. Thesis, Graz University of Technology, Faculty of Computer Science, 2008

Technical Reports

2010

  1. Planar Trademark and Logo Retrieval (bib)Martin Koestinger, Peter M. Roth, and Horst Bischof Technical Report, Graz University of Technology, Inst. f. Computer Graphics and Vision, ICG-TR-10/01, 2010 (Presented at Computer Vision Winter Workshop 2010)

2009

  1. Learning Person Detectors from Multiple Cameras (bib)Peter M. Roth, Christian Leistner, and Horst Bischof Technical Report, Graz University of Technology, Inst. f. Computer Graphics and Vision, ICG-TR-03/09, 2009
  2. KIRAS-MDL State-of-the-Art Report (bib)Martin Koestinger, Paul Wohlhart, Peter M. Roth, and Horst Bischof Technical Report, Graz University of Technology, Inst. f. Computer Graphics and Vision, ICG-TR-09/09, 2009

2008

  1. Survey of Appearance-based Methods for Object Recognition (bib)Peter M. Roth and Martin Winter Technical Report, Graz University of Technology, Inst. f. Computer Graphics and Vision, ICG-TR-01/08, 2008

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