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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 journalArticleResearchpeer-review

Augmentation
Biomedical Imaging
Software
Imaging techniques
Learning

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 journalEditorialResearchpeer-review

Open Access

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

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

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

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 contributionResearchpeer-review

Open Access
Image analysis
Positron emission tomography
Tomography
Neural networks
Supervised learning

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 contributionResearchpeer-review

Open Access
Genetic programming
Chemical activation
Mathematical operators

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 contributionResearchpeer-review

pixel
prediction
method

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

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 contributionResearchpeer-review

remote sensing
computer vision
geometry
ground control
photogrammetry

PET-Train: Automatic Ground Truth Generation from PET Acquisitions for Urinary Bladder Segmentation in CT Images using Deep Learning

Gsaxner, C., Pfarrkirchner, B., Lindner, L., Pepe, A., Roth, P. M., Wallner, J. & Egger, J., 2019.

Research output: Contribution to conferencePaperResearchpeer-review

Positron emission tomography
ground truth
bladder
learning
Tomography

Pose determination with semantic segmentation

Hirzer, M., Roth, P. M., Arth, C. & Lepetit, V., 2019

Research output: PatentResearch

Semantics

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

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
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 contributionResearchpeer-review

Open Access
File
Geometry

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

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
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 contributionResearchpeer-review

Information use
Image segmentation
Accelerometers
Learning systems
Global positioning system

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

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

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

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 conferencePaperResearchpeer-review

Open Access
Pipelines
Lighting
Electric fuses
Neural networks

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 contributionResearchpeer-review

Semantics
Global positioning system

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 contributionResearchpeer-review

Open Access
File
Data storage equipment

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 contributionResearchpeer-review

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