Publications
2012
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Real-time Activity Repetition Detection
Markus Murschitz, Thomas Mauthner, Peter M. Roth, and Horst Bischof
In Proc. Computer Vision Winter Workshop, 2012
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Text Localization in Unconstrained Images
Georg Poier, Jürgen Hatzl, Stefan Kluckner, Peter M. Roth, and Horst Bischof
In Proc. Computer Vision Winter Workshop, 2012
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Unsupervised Calibration of Camera Networks and Virtual PTZ Cameras
Horst Possegger, Matthias Rüther, Sabine Sternig, Thomas Mauthner, Manfred Klopschitz, Peter M. Roth, and Horst Bischof
In Proc. Computer Vision Winter Workshop, 2012
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Slow feature analysis for autonomous learning object categories from videos
Max Stricker, Peter M. Roth, and Horst Bischof
In Proc. Computer Vision Winter Workshop, 2012
2011
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Open Source Intelligence am Beispiel von KIRAS MDL: Multimedia Documentation Lab
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
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Hough-based Tracking of Non-rigid ObjectsMartin Godec, Peter M. Roth, and Horst Bischof
In Proc. Int. Conf. on Computer Vision, 2011
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Person Re-Identification by Descriptive and Discriminative ClassificationMartin Hirzer, Csaba Beleznai, Peter M. Roth, and Horst Bischof
In Proc. Scandinavian Conf. on Image Analysis, 2011
(The original publication is available at www.springerlink.com)
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Learning to Recognize Faces from Videos and Weakly Related Information CuesMartin Koestinger, Paul Wohlhart, Peter M. Roth, and Horst Bischof
In Proc. IEEE Int'l Conf. on Advanced Video and Signal-Based Surveillance, 2011
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Annotated Facial Landmarks in the Wild: A Large-scale, Real-world
Database for Facial Landmark LocalizationMartin Koestinger, Paul Wohlhart, Peter M. Roth, and Horst Bischof
In First IEEE International Workshop on Benchmarking Facial Image Analysis Technologies, 2011
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Improving Classifiers with Unlabeled Weakly-Related VideosChristian Leistner, Martin Godec, Samuel Schulter, Amir Saffari, Manuel Werlberger, and Horst Bischof
In Proc. IEEE Conf. on Computer Vision and Pattern Recognition, 2011
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On-line Hough ForestsSamuel Schulter, Christian Leistner, Peter M. Roth, Luc Van Gool, and Horst Bischof
In Proc. British Machine Vision Conf., 2011
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Multi-Cue Learning and Visualization of Unusual Events
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
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On-line Inverse Multiple Instance Boosting for Classifier GridsSabine Sternig, Peter M. Roth, and Horst Bischof
Pattern Recognition Letters, 2011
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Multi-camera Multi-object Tracking by Robust Hough-based Homography ProjectionsSabine Sternig, Thomas Mauthner, Arnold Irschara, Peter M. Roth, and Horst Bischof
In Proc. 11th IEEE Workshop on Visual Surveillance (ICCV), 2011
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Multiple Instance Boosting for Face Recognition in VideosPaul Wohlhart, Martin Koestinger, Peter M. Roth, and Horst Bischof
In Proc. DAGM Symposium, 2011
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Learning Face Recognition in Videos from Associated Information Sources
Paul Wohlhart, Martin Koestinger, Peter M. Roth, and Horst Bischof
In Proc. Workshop of the Austrian Association for Pattern Recognition, 2011
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Proc. 16th Computer Vision Winter WorkshopAndreas Wendel, Sabine Sternig, and Martin Godec, eds.
Verlag der Technische Universitaet Graz, 2011
2010
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Multimedia Documentation LabGerhard 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
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Centralized Information Fusion for Learning Object Detectors in Multi-Camera NetworksArmin Berger, Peter M. Roth, Christian Leistner, and Horst Bischof
In Proc. Workshop of the Austrian Association for Pattern Recognition, 2010
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Video Detection of Dangerous Goods Vehicles in Road Tunnels
Josef Birchbauer, Martin Koestinger, Paul Wohlhart, Peter M. Roth, Horst Bischof, and Claudia Windisch
In Proc. Tunnel Safety and Ventilation, 2010
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Autonomous Audio-Supported Learning of Visual Classifiers for Traffic MonitoringHorst Bischof, Martin Godec, Christian Leistner, Andreas Starzacher, and Bernhard Rinner
IEEE Intelligent Systems, 2010
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On-line Random Naive Bayes for TrackingMartin Godec, Christian Leistner, Amir Saffari, and Horst Bischof
In Proc. Int. Conf. on Pattern Recognition, 2010
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Context-driven Clustering by Multi-class Classification in an Active Learning FrameworkMartin Godec, Sabine Sternig, Peter M. Roth, and Horst Bischof
In Proc. Workshop on Use of Context in Video Processing (CVPR), 2010
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MIForests: Multiple-Instance Learning with Randomized TreesChristian Leistner, Amir Saffari, and Horst Bischof
In Proc. European Conf. on Computer Vision, 2010
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Online Multi-View Forests for TrackingChristian Leistner, Martin Godec, Amir Saffari, and Horst Bischof
In Proc. DAGM Symposium, 2010
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Efficient Object Detection Using Orthogonal NMF Descriptor HierarchiesThomas Mauthner, Stefan Kluckner, Peter M. Roth, and Horst Bischof
In Proc. DAGM Symposium, 2010
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Temporal Feature Weighting for Prototype-Based Action RecognitionThomas Mauthner, Peter M. Roth, and Horst Bischof
In Proc. Asian Conf. on Computer Vision, 2010
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Multiple Instance Learning from Multiple CamerasPeter M. Roth, Christian Leistner, Armin Berger, and Horst Bischof
In Proc. IEEE Workshop on Camera Networks (CVPR), 2010
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Automatic Detection and Reading of Dangerous Goods PlatesPeter 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
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Online Multi-Class LPBoostAmir Saffari, Martin Godec, Thomas Pock, Christian Leistner, and Horst Bischof
In Proc. IEEE Conf. on Computer Vision and Pattern Recognition, 2010
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Robust Multi-View Boosting with PriorsAmir Saffari, Christian Leistner, Martin Godec,, and Horst Bischof
In Proc. European Conf. on Computer Vision, 2010
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PROST: Parallel Robust Online Simple TrackingJakob Santner, Christian Leistner, Amir Saffari, and Horst Bischof
In Proc. IEEE Conf. on Computer Vision and Pattern Recognition, 2010
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TransientBoost: On-line Boosting with Transient DataSabine Sternig, Martin Godec, Peter M. Roth, and Horst Bischof
In Proc. IEEE Online Learning for Computer Vision Workshop (CVPR), 2010
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Robust object detection by classifier cubes and local verification
Sabine Sternig, Hayko Riemenschneider, Peter M. Roth, Michael Donoser, and Horst Bischof
In Proc. Workshop of the Austrian Association for Pattern Recognition, 2010
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Inverse Multiple Instance Learning for Classifier GridsSabine Sternig, Peter M. Roth, and Horst Bischof
In Proc. IEEE Int'l Conf. on Pattern Recognition, 2010
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Learning of Scene-Specific Object Detectors by Classifier Co-GridsSabine Sternig, Peter M. Roth, and Horst Bischof
In Proc. IEEE Int'l Conf. on Advanced Video and Signal-Based Surveillance, 2010
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Efficient Robust Active Appearance Model FittingMarkus Storer, Peter M. Roth, Martin Urschler, Horst Bischof, and Josef A. Birchbauer
In Communications in Computer and Information Science, vol. 68, Springer, 2010
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3D Camera Tracking in Unknown Environments using On-line Keypoint LearningPaul Wohlhart, Peter M. Roth, and Horst Bischof
In Proc. Computer Vision Winter Workshop, 2010
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Online Semi-Supervised Multiple-Instance BoostingBernhard Zeisl, Christian Leistner, Amir Saffari, and Horst Bischof
In Proc. IEEE Conf. on Computer Vision and Pattern Recognition, 2010
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Audio-Visual Co-Training for Vehicle ClassificationM. Godec, C. Leistner, H. Bischof, A. Starzacher, and B. Rinner
In IEEE Conference on Advanced Video and Signal Based Surveillance, 2010
2009
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Saliency Driven Total Variation SegmentationMichael Donoser, Martin Urschler, Martin Hirzer, and Horst Bischof
In Proc. International Conference on Computer Vision, 2009
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A level set framework using a new incremental, robust Active Shape
Model for object segmentation and tracking
Michael Fussenegger, Peter M. Roth, Rachid Deriche, Horst
Bischof, and Axel Pinz
Image and Vision Computing 27: 1157-1168, 2009
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Speeding Up Semi-Supervised On-line Boosting for TrackingMartin Godec, Helmut Grabner, Christian Leistner, and Horst
Bischof
In Proc. Workshop of the Austrian Association for Pattern Recognition, 2009
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An Automatic Hybrid Segmentation Approach for Aligned Face Portrait ImagesMartin Hirzer, Martin Urschler, Horst Bischof, and Josef A. Birchbauer
In Proc. Workshop of the Austrian Association for Pattern Recognition, 2009
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TVGraz: Multi-Modal Learning of Object Categories by Combining Textual
and Visual FeaturesInayatullah Khan, Amir Saffari, and Horst Bischof
In Proc. Workshop of the Austrian Association for Pattern Recognition, 2009
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Semantic Image Classification using Consistent Regions and Individual
ContextStefan Kluckner, Thomas Mauthner, Peter M. Roth, and Horst Bischof
In Proc. British Machine Vision Conf., 2009
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Semantic Classification in Aerial Imagery by Integrating Appearance
and Height InformationStefan Kluckner, Thomas Mauthner, Peter M. Roth, and Horst Bischof
In Proc. Asian Conf. on Computer Vision, 2009
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On Robustness of On-line Boosting - A Competitive StudyChristian Leistner, Amir R. Saffari A. A., Peter M. Roth, and Horst Bischof
In Proc. IEEE On-line Learning for Computer Vision Workshop, 2009
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On-line Random ForestsAmir Saffari, Christian Leistner, Jakob Santner, Martin Godec, and Horst Bischof
In Proc. IEEE On-line Learning for Computer Vision Workshop, 2009
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Semi-Supervised Random ForestsChristian Leistner, Amir Saffari, and Horst Bischof
In Proc. Int'l Conf. on Computer Vision, 2009
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Action Recognition from a Small Number of FramesThomas Mauthner, Peter M. Roth, and Horst Bischof
In Proc. Computer Vision Winter Workshop, 2009
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Instant Action RecognitionThomas Mauthner, Peter M. Roth, and Horst Bischof
In Proc. Scandinavian Conf. on Image Analysis, 2009
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Online Learning of Person Detectors by Co-Training from Multiple
Cameras
Peter M. Roth, Christian Leistner, Helmut Grabner, and Horst
Bischof
In Multi-Camera Networks, Principles and Applications, pages 313-334, Academic Press, 2009
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Efficient Human Action Recognition by Cascaded Linear ClassificationPeter M. Roth, Thomas Mauthner, Inayatulla Khan, and Horst Bischof
In Proc. IEEE Workshop on Video-Oriented Object and Event Classification, 2009
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Classifier Grids for Robust Adaptive Object DetectionPeter M. Roth, Sabine Sternig, Helmut Grabner, and Horst Bischof
In Proc. IEEE Conf. on Computer Vision and Pattern Recognition, 2009
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Proc. 33rd Workshop of the Austrian Association for Pattern RecognitionPeter M. Roth, Thomas Mauthner, and Thomas Pock, eds.
Austrian Computer Society, 2009
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Online Random ForestsAmir R. Saffari A. A., Christian Leistner, and Horst Bischof
In Proc. IEEE On-line Learning for Computer Vision Workshop, 2009
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Regularized Multi-Class Semi-Supervised BoostingAmir R. Saffari A. A., Christian Leistner, and Horst Bischof
In Proc. IEEE Conf. on Computer Vision and Pattern Recognition, 2009
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Interactive Texture Segmentation using Random Forests and Total VariationJakob Santner, Markus Unger, Thomas Pock, Christian Leistner, Amir R. Saffari A. A., and Horst Bischof
In Proc. British Machine Vision Conf., 2009
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Robust Adaptive Classifier Grids for Object Detection from Static
CamerasSabine Sternig, Peter M. Roth, Helmut Grabner, and Horst Bischof
In Proc. Computer Vision Winter Workshop, 2009
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Fast-Robust PCAMarkus Storer, Peter M. Roth, Martin Urschler, and Horst Bischof
In Proc. Scandinavian Conf. on Image Analysis, 2009
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Active Appearance Model Fitting Under Occlusion Using Fast-Robust
PCAMarkus Storer, Peter M. Roth, Martin Urschler, Horst Bischof, and Josef A. Birchbauer
In Proc. International Conference on Computer Vision Theory and Applications, 2009
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Efficient Classification for Large-scale Problems by Multiple LDA
SubspacesMartina Uray, Peter M. Roth, and Horst Bischof
In Proc. International Conference on Computer Vision Theory and Applications, 2009
2008
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Semi-Supervised Boosting using Visual Similarity LearningChristian Leistner, Helmut Grabner, and Horst Bischof
In Proc. IEEE Conf. on Computer Vision and Pattern Recognition, 2008
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Semi-Supervised Boosting On-line Boosting for Robust TrackingHelmut Grabner, Christian Leistner, and Horst Bischof
In Proc. European Conf. on Computer Vision, 2008
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Time-dependent On-line Boosting for Robust Background ModelingHelmut Grabner, Christian Leistner, and Horst Bischof
In Proc. International Conference on Computer Vision Theory and Applications, 2008
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Visual On-line Learning in Distributed Camera NetworksChristian Leistner, Peter M. Roth, Helmut Grabner, Andreas
Starzacher, Horst Bischof, and Bernhard Rinner
In Proc. Int'l Conf. on Distributed Smart Cameras, 2008
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Conservative Learning for Object DetectorsPeter M. Roth and Horst Bischof
In Machine Learning Techniques for Multimedia, Springer, 2008
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Active Sampling via TrackingPeter M. Roth and Horst Bischof
In Proc. IEEE Online Learning for Classification Workshop (CVPR), 2008
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InterActive Learning a Person Detector: Fewer Clicks - Less FrustrationPeter M. Roth, Helmut Grabner, Christian Leistner, Martin
Winter, and Horst Bischof
In Proc. Workshop of the Austrian Association for Pattern Recognition, 2008
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3D tracking in unknown environments using on-line keypoint learning for mobile augmented realitySchall, G., Grabner, H., Grabner, M., Wohlhart, P., Schmalstieg, D., and Bischof, H.
In Proc. IEEE Computer Vision and Pattern Recognition Workshops (CVPRW), 2008
2007
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Eigenboosting: Combining Discriminative and Generative InformationHelmut Grabner, Peter M. Roth, and Horst Bischof
In Proc. IEEE Conf. on Computer Vision and Pattern Recognition, 2007
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Is Pedestrian Detection Really a Hard Task?Helmut Grabner, Peter M. Roth, and Horst Bischof
In Proc. IEEE Intern. Workshop on Performance Evaluation of Tracking
and Surveillance, 2007
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Incremental LDA Learning by Combining Reconstructive and Discriminative
ApproachesMartina Uray, Danijel Skovcaj, Peter M. Roth, Horst Bischof, and Alevs Leonardis
In Proc. British Machine Vision Conf., 2007
2006
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On-line, incremental learning of a robust active shape modelMichael Fussenegger, Peter M. Roth, Horst Bischof, and Axel
Pinz
In Proc. DAGM Symposium, 2006
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Autonomous Learning of a Robust Background Model for Change DetectionHelmut Grabner, Peter M. Roth, Michael Grabner, and Horst Bischof
In Proc. IEEE Intern. Workshop on Performance Evaluation of Tracking
and Surveillance, 2006
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On-line Learning a Person Model from Video DataPeter M. Roth and Horst Bischof
In Video Proc. IEEE Conf. on Computer Vision and Pattern Recognition, 2006
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Tracking for Learning an Object Representation from Unlabeled DataPeter M. Roth, Michael Donoser, and Horst Bischof
In Proc. Computer Vision Winter Workshop, 2006
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On-line Learning of Unknown Hand Held Objects via TrackingPeter M. Roth, Michael Donoser, and Horst Bischof
In Proc. Second Intern. Cognitive Vision Workshop, 2006
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Incremental Robust Learning an Active Shape ModelPeter M. Roth, Michael Fussenegger, Axel Pinz, and Horst Bischof
In Proc. Workshop of the Austrian Association for Pattern Recognition, 2006
2005
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Object Detection with Bootstrapped LearningPeter M. Roth, Horst Bischof, Danijel Skocaj, and Ales Leonardis
In Proc. Computer Vision Winter Workshop, 2005
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Conservative Visual Learning for Object Detection with Minimal Hand
Labeling EffortPeter M. Roth, Helmut Grabner, Danijel Skocaj, Horst Bischof, and Ales Leonardis
In Proc. DAGM Symposium, 2005
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On-line conservative learning for person detectionPeter 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, 2005
Theses
2011
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A Transformation Invariant Learning Approach for Detection and Tracking using Weakly-Related Videos
Samuel Schulter
MSc. Thesis, Graz University of Technology, Faculty of Computer Science, 2011
2010
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Centralized Information Fusion for Learning Object Detectors in Multi-Camera Networks
Armin Berger
MSc. Thesis, Graz University of Technology, Faculty of Computer Science, 2010
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Semi-Supervised Ensemble Methods for Computer Vision
Christian Leistner
Ph.D. Thesis, Graz University of Technology, Faculty of Computer Science, 2010
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Multi-Class Semi-Supervised and Online BoostingAmir Saffari
Ph.D. Thesis, Graz University of Technology, Faculty of Computer Science, 2010
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Training On-line Boosting Classifiers on Asymmetric
Datasets
Nebojsa Simic
MSc. Thesis, Graz University of Technology, Faculty of Computer Science, 2010
2009
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An Object Recognition System for planar Trademark and Logo Retrieval
Martin Koestinger
MSc. Thesis, Graz University of Technology, Faculty of Computer Science, 2009
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Object Detection from Aerial Images
Thuy Nguyen
Ph.D. Thesis, Graz University of Technology, Faculty of Computer Science, 2009
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Tracking on-line learned Natural Features for Mobile Augmented RealityPaul Wohlhart
MSc. Thesis, Graz University of Technology, Faculty of Computer Science, 2009
2008
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Robust Object Tracking using Semi-Supervised On-line BoostingMartin Godec
MSc. Thesis, Graz University of Technology, Faculty of Computer Science, 2008
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Segmentation of Face Images
Martin Hirzer
MSc. Thesis, Graz University of Technology, Faculty of Computer Science, 2008
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Online Learning from Multiple Cameras
Emile Richard
MSc. Thesis, Graz University of Technology, Faculty of Computer Science, 2008
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On-line Conservative LearningPeter M. Roth
Ph.D. Thesis, Graz University of Technology, Faculty of Computer Science, 2008
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Robust Object Detection Using an On-line Learned Classifier Grid
Sabine Sternig
MSc. Thesis, Graz University of Technology, Faculty of Computer Science, 2008
Technical Reports
2010
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Planar Trademark and Logo RetrievalMartin 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
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Learning Person Detectors from Multiple Cameras
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
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KIRAS-MDL State-of-the-Art Report
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
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Survey of Appearance-based Methods for Object RecognitionPeter M. Roth and Martin Winter
Technical Report, Graz University of Technology, Inst. f. Computer
Graphics and Vision, ICG-TR-01/08, 2008