Find Research Outputs

Search concepts
Selected filters
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

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

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
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 contributionResearchpeer-review

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 contributionResearchpeer-review

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 contributionResearchpeer-review

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

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 contributionResearchpeer-review

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 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

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

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

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 contributionResearchpeer-review

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

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 contributionResearchpeer-review

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 contributionResearchpeer-review

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 contributionResearchpeer-review

Open Access
File
Law enforcement
Cameras

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 contributionResearchpeer-review

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

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 contributionResearchpeer-review

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 contributionResearchpeer-review

2012

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

Hough Regions for Joining Instance Localization and Segmentation

Riemenschneider, H., Sternig, S., Donoser, M., Roth, P. & Bischof, H., 2012, European Conference on Computer Vision. ., p. 258-271

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

Large Scale Metric Learning from Equivalence Constraints

Köstinger, M., Hirzer, M., Wohlhart, P., Roth, P. & Bischof, H., 2012, Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR). ., p. 2288-2295

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

Labels
Scalability
Cameras