Peter M. Roth received an 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. After six years as a postdoctoral researcher at the Institute for Computer Graphics and Vision, he is currently a university assistant at the same site. His main research interests are Machine Learning algorithms with special emphasis on applications in Visual Computing such as Object Detection and Recognition in particular in the field of Visual Surveillance.

He regularly serves as program committee member for major computer vision conferences (CVPR, ICCV, ECCV, ACCV, BMVC) and as reviews for journals like IJCV, CVIU, PAMI and PR. Besides other honors he won the ICPR Best Scientific Paper Award (2010), the DAGM-OAGM Main Prize (2012) and the ACCV Best Paper Award (2012).

• Best Presentation Award, Computer Vision Winterworkshop 2019
• Elevation to an IEEE Senior Member, 2018
• Outstanding Reviewer, British Machine Vision Conf., 2017
• Best Student Paper Award, Computer Vision Winterworkshop 2013
• Best Paper Award, Asian Conf. on Computer Vision 2012
• Main Prize, DAGM-OAGM Symposium 2012
• Best Scientific Paper Award, Int’l Conf. on Pattern Recognition 2010
• Outstanding Reviewer Award, Asian Conf. on Computer Vision 2010
• Best Oral Presentation Award, Int’l Computer Vision Summer School 2007

2019

Learning Task-specific Activation Functions using Genetic Programming   (bib)
Mina Basirat and Peter M. Roth
In Proc. Int'l Conf. on Computer Vision Theory and Applications (VisApp), 2019

The Quest for the Golden Activation Function   (bib)
Mina Basirat, Alexandra Jammer and Peter M. Roth
In Proc. ARW \& OAGM Joint Workshop, 2019

Biomedical Image Augmentation Using Augmentor   (bib)
Marcus D. Bloice, Peter M. Roth and Andreas Holzinger
Bioinformatics, 2019
(accepted)

Proc. Computer Vision Winter Workshop 2019   (bib)
Friedrich Fraundorfer, Peter M. Roth and Fabian Schenk
Verlag der TU Graz, 2019

G2PC: Geometric Projection Parameter Consensus for Joint 3D Pose and Focal Length Estimation in the Wild   (bib)
Alexander Grabner, Peter M. Roth and Vincent Lepetit
In Proc. IEEE Int'l Conf. on Computer Vision (ICCV), 2019
(accepted)

Location Field Descriptors: Single Image 3D Model Retrieval in the Wild   (bib)
Alexander Grabner, Peter M. Roth and Vincent Lepetit
In Proc. Int'l Conf. on 3D Vision, 2019
(accepted)

Exploit fully automatic low-level segmented PET data for training high-level deep learning algorithms for the corresponding CT data   (bib)
Christina Gsaxner, Lydia Lindner, Peter M. Roth, Jürgen Wallner and Jan Egger
PLOS ONE, 2019

Learning from the Truth: Fully Automatic Ground Truth Generation for Training of Medical Deep Learning Networks   (bib)
Christina Gsaxner, Peter M. Roth, Jürgen Wallner and Jan Egger
In Proc. ARW \& OAGM Joint Workshop, 2019

Proc. ARW & OAGM Workshop 2019   (bib)
Andreas Pichler, Peter M. Roth, Robert Sablatnig, Gernot Stubl and Markus Vincze
Verlag der TU Graz, 2019

Using Multiple Along and Across Track Pleiades Stereo Images for Improved Digital Surface Model Generation   (bib)
Roland Perko, Manuela Hirschmugl, Janik Deutscher, Mathias Schardt, Markus Hollaus and Peter M. Roth
In Proc. EARSeL Symposium, 2019

Multiple View Geometry in Remote Sensing: An Empirical Study based on Pleaides Satellite Images   (bib)
Roland Perko, Mathias Schardt, Livia Piermattei and Peter M. Roth
In Proc. IEEE International Geoscience and Remote Sensing Symposium, 2019



2018

The Quest for the Golden Activation Function   (bib)
Mina Basirat and Peter M. Roth
arXiv:1808.00783, 2018

PET-Train: Automatic Ground Truth Generation from PET Acquisitions for Urinary Bladder Segmentation in CT Images using Deep Learning   (bib)
Christina Gsaxner, Birgit Pfarrkirchner, Lydia Lindner, Antonio Pepe, Jürgen Wallner, Peter M. Roth and Jan Egger
In Proc. Biomedical Engineering International Conference, 2018

3D Pose Estimation and 3D Model Retrieval for Objects in the Wild   (bib)
Alexander Grabner, Peter M. Roth and Vincent Lepetit
In Proc. IEEE Conf. on Computer Vision and Pattern Recognition (CVPR), 2018

3D Pose Estimation and 3D Model Retrieval for Objects in the Wild   (bib)
Alexander Grabner, Peter M. Roth and Vincent Lepetit
arXiv:1803.11493, 2018

Efficient 3D Pose Estimation and 3D Model Retrieval   (bib)
Alexander Grabner, Peter M. Roth and Vincent Lepetit
In Proc. Workshop of the Austrian Association of Pattern Recognition, 2018

Very High Resolution Mapping with the Pleiades Satellite Constellation   (bib)
Roland Perko, Hannes Raggam, Mathias Schardt and Peter M. Roth
American Journal of Remote Sensing, 2018

Proc. OAGM Workshop 2018   (bib)
Martin Welk, Martin Urschler and Peter M. Roth
Verlag der TU Graz, 2018



2017

Learning to Align Semantic Segmentation and 2.5D Maps for Geolocalization   (bib)
Anil Armagan, Martin Hirzer, Peter M. Roth and Vincent Lepetit
In Proc. IEEE Conf. on Computer Vision and Pattern Recognition (CVPR), 2017

3D Localization in Urban Environments from Single Images   (bib)
Anil Armagan, Martin Hirzer, Peter M. Roth and Vincent Lepetit
In Proc. Workshop of the Austrian Association for Pattern Recognition (OAGM/AAPR), 2017

Accurate Camera Registration in Urban Environments Using High-Level Feature Matching   (bib)
Anil Armagan, Martin Hirzer, Peter M. Roth and Vincent Lepetit
In Proc. British Machine Vision Conf. (BMVC), 2017
(accepted)

Loss-Specific Training of Random Forests for Super-Resolutions   (bib)
Alexander Grabner, Georg Poier, Michael Opitz, Samuel Schulter and Peter M. Roth
In Proc. Computer Vision Winter Workshop (CVWW), 2017

Efficient 3D Tracking in Urban Environments with Semantic Segmentation   (bib)
Martin Hirzer, Clemens Arth, Peter M. Roth and Vincent Lepetit
In Proc. British Machine Vision Conf. (BMVC), 2017
(accepted)

Towards the Augmented Pathologist: Challenges of Explainable-AI in Digital Pathology   (bib)
Andreas Holzinger, Bernd Malle, Peter Kieseberg, Peter M. Roth, Heimo Müller, Robert Reihs and Kurt Zatloukal
In Springer Lecture Notes in Artificial Intelligence, 2017

Machine Learning and Knowledge Extraction in Digital Pathology needs an integrative approach   (bib)
Andreas Holzinger, Bernd Malle, Peter Kieseberg, Peter M. Roth, Heimo Müller, Robert Reihs and Kurt Zatloukal
arXiv:1712.06657, 2017

Learning Lightprobes for Mixed Reality Illumination   (bib)
David Mandl, Kwang Moo Yi, Peter Mohr, Peter M. Roth, Pascal Fua, Vincent Lepetit, Dieter Schmalstieg and Denis Kalkofen
In Proc. IEEE International Symposium on Mixed and Augmented Reality (ISMAR), 2017
(accepted)

Adaptive Local Contrast Normalization for Robust Object Detection and 3D Pose Estimation   (bib)
Mahdi Rad, Peter M. Roth and Vincent Lepetit
In Proc. British Machine Vision Conf. (BMVC), 2017
(accepted)

ALCN: Meta-Learning for Contrast Normalization Applied to Robust 3D Pose Estimation   (bib)
Mahdi Rad, Peter M. Roth and Vincent Lepetit
arXiv:1708.09633, 2017

Proc. OAGM & ARW Joint Workshop 2017   (bib)
Peter M. Roth, Markus Vincze, Wilfried Kubinger, Andreas Müller, Bernhard Blaschitz and Svorad Stolc
Verlag der TU Graz, 2017

2016

Proc. OAGM & ARW Joint Workshop   (bib)
Peter M. Roth, Kurt Niel and Markus Vincze
Verlag der TU Graz, 2016



2015

Self-calibrating Laser-pointer's Spotlight Detection System for Projection Screen Interaction   (bib)
Inayatullah Khan, Abdul Bai, Peter M. Roth, Muhammad Akhtar and Muhammad Asif
In Proc. Int'l Bhurban Conf. on Applied Sciences and Technology, 2015



2014

Hough Forests Revisited: An Approach to Tracking Multiple Instances from Multiple Cameras   (bib)
Georg Poier, Samuel Schuler, Sabine Sternig and Peter M. Roth
In Proc. German Conference on Pattern Recognition (DAGM/GCPR), 2014

Occlusion Geodesics for Online Multi-Object Tracking   (bib)
Horst Possegger, Thomas Mauthner, Peter M. Roth and Horst Bischof
In Proc. IEEE Conf. on Computer Vision and Pattern Recognition (CVPR), 2014

Accurate Object Detection with Joint Classification-Regression Random Forests   (bib)
Samuel Schulter, Paul Wohlhart, Christian Leistner, Peter M. Roth and Horst Bischof
In Proc. IEEE Conf. on Computer Vision and Pattern Recognition (CVPR), 2014

Mahalanobis Distance Learning for Person Re-Identification   (bib)
Peter M. Roth, Martin Hirzer, Martin Köstinger, Csaba Beleznai and Horst Bischof
In Person Re-Identification, 2014



2013

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

Hough-based Tracking on Deformable Objects   (bib)
Martin Godec, Peter M. Roth and Horst Bischof
In Decision Forest, 2013

Hough-based Tracking of Non-rigid Objects   (bib)
Martin Godec, Peter M. Roth and Horst Bischof
Computer Vision and Image Understanding (CVIU), 2013

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), 2013

Semi-supervised Image Classification with Huberized Laplacian Support Vector Machines   (bib)
Inayatullah Khan, Peter M. Roth, Abdul Bais and Horst Bischof
In Proc. Int'l Conf. on Engineering and Technology, 2013

Co-regularized Multiple Instance Learning from Internet Image Searches for Image Classification   (bib)
Inayatullah Khan, Peter M. Roth and Horst Bischof
In Proc. World Engineering Congress, 2013

Efficient Retrieval for Large Scale Metric Learning   (bib)
Martin Köstinger, Peter M. Roth and Horst Bischof
In Proc. German Conference on Pattern Recognition (DAGM/GCPR), 2013

Discriminative Metric and Prototype Learning   (bib)
Martin Köstinger, Paul Wohlhart, Peter M. Roth and Horst Bischof
In Proc. IEEE Int'l Conf. on Computer Vision (ICCV), 2013

Multi-Camera Multi-Object Tracking from Visual Hulls.   (bib)
Horst Possegger, Sabine Sternig, Thomas Mauthner, Peter M. Roth and Horst Bischof
Computer Vision Winter Workshop (presentation), 2013
Best Student Paper Award

Robust Real-Time Tracking of Multiple Objects by Volumetric Mass Densities   (bib)
Horst Possegger, Sabine Sternig, Thomas Mauthner, Peter M. Roth and Horst Bischof
In Proc. IEEE Conf. on Computer Vision and Pattern Recognition (CVPR), 2013

Learning Object Detectors in Stationary Environments   (bib)
Peter M. Roth, Sabine Sternig and Horst Bischof
In Advanced Topics in Computer Vision and Pattern Recognition, 2013

Alternating Decision Forest   (bib)
Samuel Schulter, Paul Wohlhart, Christian Leistner, Amir Saffari, Peter M. Roth and Horst Bischof
In Proc. IEEE Conf. on Computer Vision and Pattern Recognition (CVPR), 2013

Ordinal Random Forests for Object Detection   (bib)
Samuel Schulter, Peter M. Roth and Horst Bischof
In Proc. German Conference on Pattern Recognition (DAGM/GCPR), 2013

Unsupervised Object Discovery and Segmentation in Videos   (bib)
Samuel Schulter, Christian Leistner, Peter M. Roth and Horst Bischof
In Proc. British Machine Vision Conf. (BMVC), 2013

Alternating Regression Forests for Object Detection and Pose Estimation   (bib)
Samuel Schulter, Christian Leistner, Paul Wohlhart, Peter M. Roth and Horst Bischof
In Proc. IEEE Int'l Conf. on Computer Vision (ICCV), 2013

Optimizing 1-Nearest Prototype Classifiers   (bib)
Paul Wohlhart, Martin Köstinger, Michael Donoser, Peter M. Roth and Horst Bischof
In Proc. IEEE Conf. on Computer Vision and Pattern Recognition (CVPR), 2013



2012

Density-based rare event detection from streams of neuromorphic sensor data   (bib)
Csaba Beleznai, Nabil Belbachir and Peter M. Roth
In Proc. Int'l Conf. on Distributed Smart Cameras (ICDSC), 2012

Dense Appearance Modeling and Efficient Learning of Camera Transitions for Person Re-identification   (bib)
Martin Hirzer, Csaba Beleznai, Martin Köstinger, Peter M. Roth and Horst Bischof
In Proc. Int'l Conf. on Image Processing (ICIP), 2012

Person Re-Identification by Efficient Impostor-based Metric Learning   (bib)
Martin Hirzer, Peter M. Roth and Horst Bischof
In Proc. IEEE Int'l Conf. on Advanced Video and Signal-Based Surveillance (AVSS), 2012

Relaxed Pairwise Learned Metric for Person Re-Identification   (bib)
Martin Hirzer, Peter M. Roth, Martin Köstinger and Horst Bischof
In Proc. European Conf. on Computer Vision (ECCV), 2012

Large Scale Metric Learning from Equivalence Constraints   (bib)
Martin Köstinger, Martin Hirzer, Paul Wohlhart, Peter M. Roth and Horst Bischof
In Proc. IEEE Conf. on Computer Vision and Pattern Recognition (CVPR), 2012

Synergy-based Learning of Facial Identity   (bib)
Martin Köstinger, Peter M. Roth and Horst Bischof
In Proc. DAGM-OAGM Symposium, 2012
DAGM Main Prize

Robust Face Detection by Simple Means   (bib)
Martin Köstinger, Paul Wohlhart, Peter M. Roth and Horst Bischof
In Proc. Computer Vision in Applications Workshop, 2012
(in conj. with DAGM-OAGM)

Learn to Move: Activity Specific Motion Models for Tracking by Detection   (bib)
Thomas Mauthner, Peter M. Roth and Horst Bischof
In Proc. IEEE Int'l Workshop on Analysis and Retrieval of Tracked Events and Motion in Imagery Streams, 2012

SkiTracker: Robust Outdoor PTZ-Tracking   (bib)
Thomas Mauthner, Peter M. Roth, Klaus Mairinger and Horst Bischof
In Proc. Computer Vision in Applications Workshop, 2012
(in conj. with DAGM-OAGM)

Real-time Activity Repetition Detection   (bib)
Markus Murschitz, Thomas Mauthner, Peter M. Roth and Horst Bischof
In Proc. Computer Vision Winter Workshop (CVWW), 2012

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

Unsupervised Calibration of Camera Networks and Virtual PTZ Cameras   (bib)
Horst Possegger, Matthias Rüther, Sabine Sternig, Thomas Mauthner, Manfred Klopschitz, Peter M. Roth and Horst Bischof
In Proc. Computer Vision Winter Workshop (CVWW), 2012

Hough Regions for Joining Instance Localization and Segmentation   (bib)
Hayko Riemenschneider, Sabine Sterning, Michael Donoser, Peter M. Roth and Horst Bischof
In Proc. European Conf. on Computer Vision (ECCV), 2012

Evaluation of Mahalanobis Distances for Single-Shot Person Re-identification   (bib)
Peter M. Roth, Martin Hirzer, Martin Köstinger and Csaba Beleznai
Technical Report, Graz University of Technology, Institute for Computer Graphics and Vision, ICG-TR-12/02, 2012

A Holistic Verification Approach for Implicit Shape Mode   (bib)
Samuel Schulter, Paul Wohlhart, Peter M. Roth and Horst Bischof
Computer Vision Winter Workshop (presentation), 2012

On-line Inverse Multiple Instance Boosting for Classifier Grids   (bib)
Sabine Sternig, Peter M. Roth and Horst Bischof
Pattern Recognition Letters (PRL), 2012

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

Discriminative Hough Forests for Object Detection   (bib)
Paul Wohlhart, Samuel Schulter, Martin Köstinger, Peter M. Roth and Horst Bischof
In Proc. British Machine Vision Conf. (BMVC), 2012

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 Conf. on Computer Vision (ACCV), 2012
Best Paper Award



2011

Open Source Intelligence am Beispiel von KIRAS/MDL   (bib)
Gerhard Backfried, Dorothea Aniola, Gerald Quirchmayr, Werner Winiwarter, Klaus Mak, H.C. Pilles, Christian Meures, Martin Köstinger, Paul Wohlhart and Peter M. Roth
In Proc. Sicherheitskonferenz Krems, 2011
(in German)

OUTLIER - Online Learning and Visualization of Unusual Events   (bib)
Josef Birchbauer, Samuel Schulter, Rene Schuster, Georg Poier, Martin Winter, Peter Schallauer, Peter M. Roth and Horst Bischof
In Proc. IEEE Int'l Conf. on Advanced Video and Signal-Based Surveillance (Demo Session), 2011

Hough-based Tracking of Non-Rigid Objects   (bib)
Martin Godec, Peter M. Roth and Horst Bischof
In Proc. IEEE Int'l Conf. on Computer Vision (ICCV), 2011

Combined Appearance-based and Discriminative Person Re-Identification   (bib)
Martin Hirzer, Csaba Beleznai, Peter M. Roth and Horst Bischof
Computer Vision Winter Workshop (presentation), 2011

Person Re-Identification by Descriptive and Discriminative Classification   (bib)
Martin Hirzer, Csaba Beleznai, Peter M. Roth and Horst Bischof
In Proc. Scandinavian Conf. on Image Analysis (SCIA), 2011

Learning Object Models for Categorization and Localization from Internet Images   (bib)
Inayatullah Khan, Peter M. Roth, Amir Saffari, Christian Leistner and Horst Bischof
Computer Vision Winter Workshop (presentation), 2011

Learning Object Detectors from Weakly-Labeled Internet Images   (bib)
Inayatullah Khan, Peter M. Roth and Horst Bischof
In Proc. Workshop of the Austrian Association for Pattern Recognition (OAGM/AAPR), 2011

Learning to Recognize Faces from Videos and Weakly Related Information Cues   (bib)
Martin Köstinger, Paul Wohlhart, Peter M. Roth and Horst Bischof
In Proc. IEEE Int'l Conf. on Advanced Video and Signal-Based Surveillance (AVSS), 2011

Annotated Facial Landmarks in the Wild: A Large-scale, Real-world Database for Facial Landmark Localization   (bib)
Martin Köstinger, Paul Wohlhart, Peter M. Roth and Horst Bischof
In Proc. IEEE International Workshop on Benchmarking Facial Image Analysis Technologies, 2011

Next-Generation 3D Visualization for Visual Surveillance   (bib)
Peter M. Roth, Horst Bischof, Norbert Brändle, Peter Widhalm, Sven Havemann, Volker Settgast, Marcel Lancelle and Josef Birchbauer
In Proc. IEEE Int'l Conf. on Advanced Video and Signal-Based Surveillance (AVSS), 2011

Online Hough Forests   (bib)
Samuel Schulter, Christian Leistner, Peter M. Roth, Luc Van Gool and Horst Bischof
In Proc. British Machine Vision Conf. (BMVC), 2011

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. IEEE Int'l Workshop on Visual Surveillance, 2011

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. IEEE Int'l Workshop on Visual Surveillance, 2011

Learning Face Recognition in Videos from Associated Information Sources   (bib)
Paul Wohlhart, Martin Köstinger, Peter M. Roth and Horst Bischof
In Proc. Workshop of the Austrian Association for Pattern Recognition (OAGM/AAPR), 2011

Multiple Instance Boosting for Face Recognition in Videos   (bib)
Paul Wohlhart, Martin Köstinger, Peter M. Roth and Horst Bischof
In Proc. DAGM Symposium (DAGM), 2011



2010

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

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

Video Detection of Dangerous Goods Vehicles in Road Tunnels   (bib)
Josef Birchbauer, Martin Köstinger, Paul Wohlhart, Peter M. Roth, Horst Bischof and Claudia Windisch
In Proc. Tunnel Safety and Ventilation, 2010

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, 2010

Planar Trademark and Logo Retrieval   (bib)
Martin Köstinger, 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)

Efficient Object Detection Using Orthogonal NMF Descriptor Hierarchies   (bib)
Thomas Mauthner, Stefan Kluckner, Peter M. Roth and Horst Bischof
In Proc. DAGM Symposium (DAGM), 2010

Temporal Feature Weighting for Prototype-Based Action Recognition   (bib)
Thomas Mauthner, Peter M. Roth and Horst Bischof
In Proc. Asian Conf. on Computer Vision (ACCV), 2010

Multiple Instance Learning from Multiple Cameras   (bib)
Peter M. Roth, Christian Leistner, Armin Berger and Horst Bischof
In Proc. IEEE Workshop on Camera Networks, 2010

Automatic Detection and Reading of Dangerous Goods Plates   (bib)
Peter M. Roth, Martin Köstinger, Paul Wohlhart, Horst Bischof and Josef Birchbauer
In Proc. IEEE Int'l Conf. on Advanced Video and Signal-Based Surveillance (AVSS), 2010

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, 2010

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 (OAGM/AAPR), 2010

Inverse Multiple Instance Learning for Classifier Grids   (bib)
Sabine Sternig, Peter M. Roth and Horst Bischof
In Proc. Int'l Conf. on Pattern Recognition (ICPR), 2010
Best Scientific Paper Award

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 (AVSS), 2010

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, 2010

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 (CVWW), 2010



2009

Method for the Computer-assisted Recognition of a Specific Object from a Data Volume Based on an Interaction with a User   (bib)
Josef Birchbauer, Horst Bischof, Bernhard Früstück, Helmut Grabner, Thuy Nguyen, Peter M. Roth and Martin Winter
Patent: International Application Number: PCT/EP2009/058930, 2009

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 (IVC), 2009

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. (BMVC), 2009

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 (ACCV), 2009

KIRAS-MDL State-of-the-Art Report   (bib)
Martin Köstinger, 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

On Robustness of On-line Boosting - A Competitive Study   (bib)
Christian Leistner, Amir Saffari, Peter M. Roth and Horst Bischof
In Proc. IEEE On-line Learning for Computer Vision Workshop, 2009

Action Recognition from a Small Number of Frames   (bib)
Thomas Mauthner, Peter M. Roth and Horst Bischof
In Proc. Computer Vision Winter Workshop (CVWW), 2009

Instant Action Recognition   (bib)
Thomas Mauthner, Peter M. Roth and Horst Bischof
In Proc. Scandinavian Conf. on Image Analysis (SCIA), 2009

Proc. 33rd Workshop of the Austrian Association for Pattern Recognition   (bib)
Peter M. Roth, Thomas Mauthner and Thomas Pock
Österreichische Computer Gesellschaft, 2009

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 (CVPR), 2009

Efficient Human Action Recognition by Cascaded Linear Classification   (bib)
Peter M. Roth, Thomas Mauthner, Inayatullah Khan and Horst Bischof
In Proc. IEEE Workshop on Video-Oriented Object and Event Classification, 2009

Learning Person Detectors from Multiple Cameras   (bib)
Peter M. Roth, Christian Leistner and Horst Bischof
Technical Report, Graz University of Technology, Institute for Computer Graphics and Vision, ICG-TR-09/03, 2009

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, 2009

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 (CVWW), 2009

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. Int'l Conf. on Computer Vision Theory and Applications (VisApp), 2009

Fast-Robust PCA   (bib)
Markus Storer, Peter M. Roth, Martin Urschler and Horst Bischof
In Proc. Scandinavian Conf. on Image Analysis (SCIA), 2009

Efficient Classification for Large-scale Problems by Multiple LDA Subspaces   (bib)
Martina Uray, Peter M. Roth and Horst Bischof
In Proc. Int'l Conf. on Computer Vision Theory and Applications (VisApp), 2009



2008

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 (ICDSC), 2008

Conservative Learning for Object Detectors   (bib)
Peter M. Roth and Horst Bischof
In Machine Learning Techniques for Multimedia, 2008

On-line Conservative Learning   (bib)
Peter M. Roth
PhD thesis, Graz University of Technology, Faculty of Computer Science, 2008

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

InterAtctive 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 (OAGM/AAPR), 2008

Active Sampling via Tracking   (bib)
Peter M. Roth and Horst Bischof
In Proc. IEEE Online Learning for Classification Workshop, 2008



2007

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 (CVPR), 2007

Is Pedestrian Detection Really a Hard Task?   (bib)
Helmut Grabner, Peter M. Roth and Horst Bischof
In Proc. IEEE Int'l Workshop on Performance Evaluation of Tracking and Surveillance (PETS), 2007

Incremental LDA Learning by Combining Reconstructive and Discriminative Approaches   (bib)
Martina Uray, Danijel Skocaj, Peter M. Roth, Horst Bischof and Ales Leonardis
In Proc. British Machine Vision Conf. (BMVC), 2007



2006

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 (DAGM), 2006

Autonomous Learning of a Robust Background Model for Change Detection   (bib)
Helmut Grabner, Peter M. Roth, Michael Grabner and Horst Bischof
In Proc. IEEE Int'l Workshop on Performance Evaluation of Tracking and Surveillance (PETS), 2006

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

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 (OAGM/AAPR), 2006

On-line Learning of Unknown Hand Held Objects via Tracking   (bib)
Peter M. Roth, Michael Donoser and Horst Bischof
In Proc. Int'l Cognitive Vision Workshop, 2006

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



2005

Object Detection with Bootstrapped Learning   (bib)
Peter M. Roth, Horst Bischof, Danijel Skocaj and Ales Leonardis
In Proc. Computer Vision Winter Workshop (CVWW), 2005

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 (DAGM), 2005

On-line conservative learning for person detection   (bib)
Peter M. Roth, Helmut Grabner, Danijel Skocaj, Horst Bischof and Ales Leonardis
In Proc. IEEE Int'l Workshop on Visual Surveillance and Performance Evaluation of Tracking and Surveillance, 2005



2002

Time-integration for multi-body dynamics and structure borne noise   (bib)
Peter M. Roth
Master's thesis, Graz University of Technology, Faculty of Technical Mathematics and Technical Physics, 2002
(in German)