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Peter Roth

Dipl.-Ing. Dr.techn.

20032020

Research output per year

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Research Output

2020

Geometric Correspondence Fields: Learned Differentiable Rendering for 3D Pose Refinement in the Wild

Grabner, A., Wang, Y., Zhang, P., Guo, P., Xiao, T., Vajda, P., Roth, P. M. & Lepetit, V., 2020, (Accepted/In press) European Conference on Computer Vision (ECCV). p. 1-14 14 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

L*ReLU: Piece-wise linear activation functions for deep fine-grained visual categorization

Basirat, M. & Roth, P. M., 1 Mar 2020, IEEE Winter Conference on Applications of Computer Vision. 10 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Open Access

Smart hypothesis generation for efficient and robust room layout estimation

Hirzer, M., Roth, P. M. & Lepetit, V., 1 Mar 2020, IEEE Winter Conference on Applications of Computer Vision. p. 2910-2919 10 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Open Access
2019

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 journalArticle

Brain-inspired intelligent systems for daily assistance

Angelopoulou, A., Garcia-Rodriguez, J., Kapetanios, E., Roth, P. M. & Revett, K., 1 Jan 2019, In : Computational intelligence and neuroscience. 2019, 7597839.

Research output: Contribution to journalEditorial

Open Access

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 contribution

Learning from the Truth: Fully Automatic Ground Truth Generation for Training of Medical Deep Learning Networks

Gsaxner, C., Roth, P. M., Wallner, J. & Egger, J., 2019, Proceedings of the Joint ARW & OAGM Workshop 2019. Pichler, A., Roth, P. M., Slabatnig, R., Stübl, G. & Vincze, M. (eds.). Graz: Verlag der Technischen Universität Graz, p. 173-174

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Open Access

Learning task-specific activation functions using genetic programming

Basirat, M. & Roth, P. M., 2019, Proceedings of the Proceedings of the 14th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications. SciTePress, Vol. 5. p. 533-540

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Open Access

Location Field Descriptors: Single Image 3D Model Retrieval in the Wild

Grabner, A., Roth, P. M. & Lepetit, V., 2019, 2019 International Conference on 3D Vision (3DV). p. 583-593

Research output: Chapter in Book/Report/Conference proceedingConference contribution

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 journalArticle

Open Access

Multiple View Geometry in Remote Sensing: An Empirical Study based on Pléiades Satellite Images

Perko, R., Schardt, M., Piermattei, L., Auer, S. & Roth, P. M., 2019, Proceedings of the IEEE International Geoscience and Remote Sensing Symposium. p. 3629-3632

Research output: Chapter in Book/Report/Conference proceedingConference contribution

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/ReportAnthology

Open Access
Open Access
2018

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 contribution

Open Access
File

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 contribution

Open Access
File

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/ReportAnthology

Open Access
2017

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 contribution

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 contribution

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 contribution

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 contribution

Learning Lightprobes for Mixed Reality Illumination

Mandl, D., Yi, K. M., Mohr-Ziak, P., Roth, P. M., Fua, P., Lepetit, V., Schmalstieg, D. & Kalkofen, D., 9 Oct 2017. 8 p.

Research output: Contribution to conferencePaper

Open Access

Learning to Align Semantic Segmentation and 2.5D Maps for Geolocalization

Armagan, A., Hirzer, M., Roth, P. M. & Lepetit, V., 2017, Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Loss-Specific Training of Random Forests for Super-Resolution

Grabner, A., Poier, G., Opitz, M., Schulter, S. & Roth, P. M., 2017, Proceedings of the 22nd Computer Vision Winter Workshop. Kropatsch, W. G., Janusch, I. & Artner, N. M. (eds.). TU Wien, Pattern Recongition and Image Processing Group, 9 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Open Access
File

Machine Learning and Knowledge Extraction in Digital Pathology needs an integrative approach

Holzinger, A., Malle, B., Kieseberg, P., Müller, H., Reihs, R. & Zatloukal, K., 2017, Towards Integrative Machine Learning and Knowledge Extraction: BIRS Workshop, Banff, AB, Canada, July 24-26, 2015, Revised Selected Papers. Holzinger, A., Goebel, R., Ferri, M. & Palade, V. (eds.). Cham: Springer, (Lecture Notes in Computer Science; vol. 10344).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

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/ReportAnthology

Open Access
2015

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 contribution

2014

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 contribution

Hough Forests Revisited: An Approach to Multiple Instance Tracking from Multiple Cameras

Poier, G., Schulter, S., Sternig, S., Roth, P. & Bischof, H., 2014, DAGM Symposium Mustererkennung. ., p. 499-510

Research output: Chapter in Book/Report/Conference proceedingConference contribution

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 proceedingChapter

Occlusion Geodesics for Online Multi-object Tracking

Possegger, H., Mauthner, T., Roth, P. & Bischof, H., 2014, Conference on Computer Vision and Pattern Recognition. ., p. 1306-1313

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2013

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 contribution

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 contribution

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 contribution

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 proceedingChapter

Joint Learning of Discriminative Prototypes and Large Margin Nearest Neighbor Classifiers

Köstinger, M., Wohlhart, P., Roth, P. & Bischof, H., 2013, (Accepted/In press) International Conference on Computer Vision. .

Research output: Chapter in Book/Report/Conference proceedingConference contribution

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 proceedingChapter

Optimizing 1-Nearest Prototype Classifiers

Wohlhart, P., Köstinger, M., Donoser, M., Roth, P. & Bischof, H., 2013, Conference on Computer Vision and Pattern Recognition. ., p. 460-467

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Ordinal Random Forests for Object Detection

Schulter, S., Roth, P. & Bischof, H., 2013, Pattern Recognition. ., Vol. 8142. p. 261-270 (Lecture Notes in Computer Science).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Pedestrian Detection, Tracking and Re-Identification for Search in Visual Surveillance Data

Beleznai, C., Rauter, M., Hirzer, M. & Roth, P. M., 2013, Proceedings of the Hungarian Association for Image Processing and Pattern Recognition (KEPAF). .

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Open Access
File

Robust Real-Time Tracking of Multiple Objects by Volumetric Mass Densities

Possegger, H., Sternig, S., Mauthner, T., Roth, P. & Bischof, H., 2013, Conference on Computer Vision and Pattern Recognition. ., p. 2395-2402

Research output: Chapter in Book/Report/Conference proceedingConference contribution

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 journalArticle

Semi-supervised Image Classification with Huberized Laplacian Support Vector Machines

Khan, I., Roth, P., Bais, A. & Bischof, H., 2013, (Accepted/In press) International Conference on Emerging Technologies. .

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Unsupervised Object Discovery and Segmentation in Videos

Schulter, S., Leistner, C., Roth, P. & Bischof, H., 2013, (Accepted/In press) British Machine Vision Conference. .

Research output: Chapter in Book/Report/Conference proceedingConference contribution