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Peter Roth

Dipl.-Ing. Dr.techn.

20032021
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Research Output 2005 2019

(Old data) Lecture or Presentation

Multi-Cue Learning and Visualization of Unusual Events

Schuster, R., Schulter, S., Poier, G., Hirzer, M., Birchbauer, J., Roth, P., Bischof, H., Winter, M. & Schallauer, P., 6 Nov 2011, p. 1933-1940.

Research output: Contribution to conference(Old data) Lecture or PresentationResearchpeer-review

Unsupervised learning
Visualization
Anthology

Proceedings of the ARW & OAGM Workshop 2019

Pichler, A. (ed.), Roth, P. M., Sablatnig, R. (ed.), Stübl, G. (ed.) & Vincze, M. (ed.), 1 May 2019, Verlag der Technischen Universität Graz. 228 p.

Research output: Book/ReportAnthologyResearchpeer-review

Open Access

Proceedings of the Computer Vision Winter Workshop 2019

Roth, P. M. (ed.), Fraundorfer, F. (ed.) & Schenk, F. (ed.), 1 Feb 2019, Verlag der Technischen Universität Graz. 77 p.

Research output: Book/ReportAnthologyResearchpeer-review

Open Access

Proceedings of the OAGM & ARW Joint Workshop 2016: Computer Vision and Robotics

Niel, K. (ed.), 2017, Graz: Verlag der Technischen Universität Graz.

Research output: Book/ReportAnthologyResearchpeer-review

Open Access

Proceedings of the OAGM & ARW Joint Workshop 2017: Vision, Automation and Robotics

Kubinger, W., Müller, A., Blaschitz, B., Vincze, M. & Štolc, S., 2017, Graz: Verlag der Technischen Universität Graz. 172 p.

Research output: Book/ReportAnthologyResearchpeer-review

Open Access

Proceedings of the OAGM Workshop 2018: Medical Image Analysis

Welk, M., Roth, P. M. & Urschler, M., May 2018, Graz: Verlag der Technischen Universität Graz. 130 p.

Research output: Book/ReportAnthologyResearchpeer-review

Open Access
Article

Biomedical image augmentation using Augmentor

Bloice, M. D., Roth, P. M. & Holzinger, A., 2019, In : Bioinformatics. 35, 21, p. 4522-4524

Research output: Contribution to journalArticleResearchpeer-review

Augmentation
Biomedical Imaging
Software
Imaging techniques
Learning

Exploit fully automatic low-level segmented PET data for training high-level deep learning algorithms for the corresponding CT data

Gsaxner, C., Roth, P. M., Egger, J. & Wallner, J., 2019, In : PLoS ONE. p. e0212550

Research output: Contribution to journalArticleResearchpeer-review

neural networks
Learning algorithms
Urinary Bladder
Positron emission tomography
learning

L* ReLU: Piece-wise Linear Activation Functions for Deep Fine-grained Visual Categorization

Basirat, M. & Roth, P. M., 2019, In : arXiv.org e-Print archive.

Research output: Contribution to journalArticleResearchpeer-review

Chemical activation
Computational efficiency
Experiments

Mapping with Pléiades—End-to-End Workflow

Perko, R., Raggam, J. & Roth, P. M., 1 Sep 2019, In : Remote Sensing . 11, 17, 52 p., 2052.

Research output: Contribution to journalArticleResearchpeer-review

Open Access

Segmentation-based Tracking by Support Fusion

Heber, M., Godec, M., Rüther, M., Roth, P. & Bischof, H., 2013, In : Computer vision and image understanding. 117, 6, p. 573-586

Research output: Contribution to journalArticleResearchpeer-review

Smart Hypothesis Generation for Efficient and Robust Room Layout Estimation

Hirzer, M., Roth, P. M. & Lepetit, V., 2019, In : arXiv.org e-Print archive.

Research output: Contribution to journalArticleResearchpeer-review

Feature extraction
Semantics
Chapter

Conservative Learning for Object Detectors

Roth, P. & Bischof, H., 2008, Machine learning techniques for multimedia. 1 ed. Berlin [u.a.]: Springer, p. 139-158 (Cognitive technologies).

Research output: Chapter in Book/Report/Conference proceedingChapterResearch

Efficient Robust Active Appearance Model Fitting

Storer, M., Roth, P., Urschler, M., Bischof, H. & Birchbauer, J. A., 2010, Computer Vision, Imaging and Computer Graphics. Theory and Applications: International Joint Conference, VISIGRAPP 2009, Lisboa, Portugal, February 5-8, 2009. Revised Selected Papers. Ranchordas, A. K., Pereira, J. M., Araujo, H. J. & Tavares, J. M. R. S. (eds.). Berlin Heidelberg: Springer, Vol. 68. p. 229-241 (Communications in Computer and Information Science).

Research output: Chapter in Book/Report/Conference proceedingChapterResearchpeer-review

Processing
Experiments

Fast-robust PCA

Storer, M., Roth, P., Urschler, M. & Bischof, H., 2009, Image Analysis: 16th Scandinavian Conference, SCIA 2009, Oslo, Norway, June 15-18, 2009. Proceedings. Salberg, A-B., Hardeberg, J. Y. & Jensen, R. (eds.). Berlin Heidelberg: Springer, Vol. 5575. p. 430-439

Research output: Chapter in Book/Report/Conference proceedingChapterResearch

Principal component analysis
Image reconstruction
Computer vision
Experiments

Hough-Based Tracking of Deformable Objects

Godec, M., Roth, P. & Bischof, H., 2013, Decision Forests for Computer Vision and Medical Image Analysis. ., p. 159-173 (Advances in Computer Vision and Pattern Recognition).

Research output: Chapter in Book/Report/Conference proceedingChapterResearch

Learning Object Detectors in Stationary Environments

Roth, P., Sternig, S. & Bischof, H., 2013, Advances in Computer Vision and Pattern Recognition. Advanced Topics in Computer Vision ed. ., p. 377-409 (Advanced Topics in Computer Vision).

Research output: Chapter in Book/Report/Conference proceedingChapterResearch

Mahalanobis Distance Learning for Person Re-Identification

Roth, P., Hirzer, M., Köstinger, M., Beleznai, C. & Bischof, H., 2014, Person Re-Identification. 1 ed. London: Springer, p. 247-267 (Advances in Computer Vision and Pattern Recognition).

Research output: Chapter in Book/Report/Conference proceedingChapterResearch

Distance education
Cameras
Experiments

Online learning of person detectors by co-training from multiple cameras

Roth, P., Leistner, C., Grabner, H. & Bischof, H., 2009, Multi-Camera Networks: Principles and Applications. 1 ed. Amsterdam [u.a.]: Academic Press, p. 313-334

Research output: Chapter in Book/Report/Conference proceedingChapterResearch

Conference contribution

3D Camera Tracking in Unknown Environments by On-line Keypoint Learning

Wohlhart, P., Roth, P. & Bischof, H., 2010, Proceedings of the Computer Vision Winterworkshop. ., p. 7-14

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Open Access
File

3D Localization in Urban Environments from Single Images

Armagan, A., Hirzer, M., Roth, P. M. & Lepetit, V., 2017, Proceedings of the OAGM/AAPR & ARW Joint Workshop (OAGM/AAPR & ARW).

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Information use
Image segmentation
Accelerometers
Learning systems
Global positioning system

3D Pose Estimation and 3D Model Retrieval for Objects in the Wild

Grabner, A., Roth, P. M. & Lepetit, V., 2018, Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition. 10 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Open Access
File
Geometry

Accurate Camera Registration in Urban Environments Using High-Level Feature Matching

Armagan, A., Hirzer, M., Roth, P. M. & Lepetit, V., 2017, Proceedings of the British Machine Vision Conference (BMVC).

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Cameras
Bridge approaches
Semantics

Accurate Object Detection with Joint Classification-Regression Random Points

Schulter, S., Leistner, C., Wohlhart, P., Roth, P. & Bischof, H., 2014, (Accepted/In press) Conference on Computer Vision and Pattern Recognition. .

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Action Recognition from a Small Number of Frames

Mauthner, T., Roth, P. & Bischof, H., 2009, (Accepted/In press) Proceedings of the Computer Vision Winterworkshop 2009. .

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Active Appearance Model Fitting Under Occlusion Using Fast-Robust PCA

Storer, M., Roth, P., Urschler, M., Bischof, H. & Birchbauer, J. A., 2009, Proceedings of International Conference on Computer Vision Theory and Applications (VISAPP). INSTICC Press, p. 130-137

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Active Sampling via Tracking

Roth, P. & Bischof, H., 2008, Proceedings of the CVPR 2008 Workshop IEEE Online Learning for Classification. Institute of Electrical and Electronics Engineers, p. 1-8

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

ALCN: Adaptive Local Contrast Normalization for Robust Object Detection and 3D Pose Estimation

Rad, M., Roth, P. M. & Lepetit, V., 2017, British Machine Vision Conference.

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Lighting
Neural networks
Object detection

Alternating Decision Forests

Schulter, S., Wohlhart, P., Leistner, C., Saffari, A., Roth, P. & Bischof, H., 2013, Conference on Computer Vision and Pattern Recognition. ., p. 508-515

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Alternating Regression Forests for Object Detection and Pose Estimation

Schulter, S., Leistner, C., Wohlhart, P., Roth, P. & Bischof, H., 2013, (Accepted/In press) International Conference on Computer Vision. .

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Annotated Facial Landmarks in the Wild: A Large-scale, Real-world Database for Facial Landmark Localization

Köstinger, M., Wohlhart, P., Roth, P. & Bischof, H., 2011, (Accepted/In press) Proceedings of BeFit 2011. .

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Automatic dedection and reading of dangerous goods plates

Roth, P., Köstinger, M., Wohlhart, P., Bischof, H. & Birchbauer, J., 2011, (Accepted/In press) IEEE International Conference on Advanced Video and Signal Based Surveillance. .

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Autonomous Learning a Robust Background Model for Change Detection

Grabner, H., Roth, P., Grabner, M. & Bischof, H., 2006, Proc. of 9th IEEE International Workshop on Performance Evaluation of Tracking and Surveillance. ., p. 39-46

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Centralized information fusion for learning object detectors in multi-camera networks

Berger, A., Roth, P., Leistner, C. & Bischof, H., 2010, Proceedings for OeAGM 2010. ., p. 23-30

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Classifier Grids for Robust Adaptive Object Detection

Roth, P., Sternig, S., Grabner, H. & Bischof, H., 2009, Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR '09). ., p. 2727-2734

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Conservative Visual Learning for Object Detection with Minimal Hand Labeling Effort

Roth, P., Grabner, H., Skocaj, D., Bischof, H. & Leonardis, A., 2005, Pattern Recogntion 27th DAGM Symposium. Kropatsch, W. G. (ed.). ., p. 293-300

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Context-driven Clustering by Multi-Class Classification in an Adaptive Learning Framework

Godec, M., Sternig, S., Roth, P. & Bischof, H., 2010, Proceedings for CVPR 2010. ., p. 19-24

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Dense appearance modeling and efficient learning of camera transitions for person re-identification

Hirzer, M., Beleznai, C., Köstinger, M., Roth, P. & Bischof, H., 2012, Proceedings of the IEEE International Conference on Image Processing (ICIP). ., p. 1617-1620

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Cameras
Color
Learning systems
Costs

Density-based rare event detection from streams of neuromorphic sensor data

Beleznai, C., Belbachir, N. & Roth, P., 2012, Proc. International Conference on Distributed Smart Cameras. .

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Open Access
File

Detecting Partially Occluded Objects with an Implicit Shape Model Random Field

Wohlhart, P., Donoser, M., Roth, P. & Bischof, H., 2012, Computer Vision – ACCV 2012. ., p. 302-315

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Discriminative Hough Forests for Object Detection

Wohlhart, P., Schulter, S., Köstinger, M., Roth, P. & Bischof, H., 2012, (Accepted/In press) British Machine Vision Conference. .

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Efficient 3D Pose Estimation and 3D Model Retrieval

Grabner, A., Roth, P. M. & Lepetit, V., 2018, Proceedings of the 42nd OAGM Workshop. Welk, M., Urschler, M. & Roth, P. M. (eds.). Verlag der Technischen Universität Graz, 1 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Open Access
File

Efficient 3D Tracking in Urban Environments with Semantic Segmentation

Hirzer, M., Arth, C., Roth, P. M. & Lepetit, V., 2017, Proceedings of the British Machine Vision Conference (BMVC).

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Semantics

Efficient Classification for Lage-Scale Problems by Multiple LDA Subspaces

Uray, M., Roth, P. & Bischof, H., 2009, (Accepted/In press) Proceedings of the International Conference on Computer Vision Theory and Application 2009. .

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Efficient Human Action Recognition by Cascaded Linear Classification

Roth, P., Mauthner, T., Khan, I. & Bischof, H., 2009, (Accepted/In press) Proceedings of 1st IEEE Workshop on Video-Oriented Object and Event Classification. .

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Efficient Object Detection Using Orthogonal NMF Descriptor Hierarchies

Mauthner, T., Kluckner, S., Roth, P. & Bischof, H., 2010, Proceedings for DAGM 2010. Goesele, M., Roth, S., Kuijper, A., Schiele, B. & Schindler, K. (eds.). ., p. 212-221

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Efficient Retrieval for Large Scale Metric Learning

Köstinger, M., Roth, P. & Bischof, H., 2013, Pattern Recognition. ., Vol. 8142. p. 292-301 (Lecture Notes in Computer Science).

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Eigenboosting: Combining Discriminative and Generative Information

Grabner, H., Roth, P. & Bischof, H., 2007, Proceedings IEEE Conference on Computer Vision and Pattern Recognition. ., p. 1-8

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Emission Minimizing Adaptive Signal Control: A Multimodal Optimization Approach

Haberl, M., Cik, M., Fellendorf, M., Luz, R., Roth, P. & Otto, T., 2015, World Congress on Intelligent Transport Systems. ., p. 1-12

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

GP2C: Geometric Projection Parameter Consensus for Joint 3D Pose and Focal Length Estimation in the Wild

Grabner, A., Roth, P. M. & Lepetit, V., 2019, Proceedings of the IEEE International Conference on Computer Vision. p. 2222-2231

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Deep learning