Gernot Riegler

Email:   riegler(at)icg.tugraz.at
Phone:  +43 316 873-5027
Fax:  +43 316 873-5050
Office:  Room E.3.12
Research Topics:  Machine Learning, Pose Estimation, Low-Level Vision, Time-of-Flight Range Sensing

Short CV:

Gernot Riegler received his BSc and MSc Degree in Computer Science from the Graz University of Technology in 2008 and 2013, respectively. He is currently doing his PhD as a research assistant at the Insitute for Computer Graphics and Vision (ICG).

News:

2016/07/15: Accepted to BMVC 2016

Our paper "A Deep Primal-Dual Network for Guided Depth Super-Resolution" has been accepted for oral presentation at the British Machine Vision Conference 2016 held at the University of York, United Kingdom.

2016/07/11: Accepted to ECCV 2016

Our paper "ATGV-Net: Accurate Depth Superresolution" has been accepted at the European Conference on Computer Vision 2016 in Amsterdam, The Netherlands.

2016/07/01: Internship at Max Planck Institute for Intelligent Systems - Perceiving Systems

2015/10/07: Accepted to ICCV 2015 Workshop: TASK-CV

Our paper "Anatomical landmark detection in medical applications driven by synthetic data" has been accepted at the IEEE International Conference on Computer Vision 2015 workshop on transferring and adapting source knowledge in computer vision.

2015/09/07: Accepted to ICCV 2015

Our paper "Conditioned Regression Models for Non-Blind Single Image Super-Resolution" has been accepted at the IEEE International Conference on Computer Vision 2015, December 13-16, Santiago, Chile.

2015/07/03: Accepted to BMVC 2015

Our Paper "Depth Restoration via Joint Training of a Global Regression Model and CNNs" has been accepted as a poster presentation at the 26th British Machine Vision Conference, September 7-10, Swansea, United Kingdom..

2015/03/10: Accepted to SCIA 2015

Our Paper "A Framework for Articulated Hand Pose Estimation and Evaluation" has been accepted as an oral presentation at the 19th Scandinavian Conference on Image Analysis, June 15-17, Copenhagen, Denmark. All the source code and data can be accessed via our project site.

2014/07/07: Accepted to BMVC 2014

Our Paper "Hough Networks for Head Pose Estimation and Facial Feature Localization" has been accepted as a poster presentation at this years British Machine Vision Conference (BMVC 2014), September 1-5, Nottingham, United Kingdom.

Projects:

ToFusion - Robust Data Fusion for Reliable Time-of-Flight Imaging.

Combination of robust and recent computer vision methods like energy optimization and machine learning with lowlevel signals from the ToF sensor itself, different sensor modalities and time-sequential sensing.

Publications

Conference Papers

2016

  1. A Deep Primal-Dual Network for Guided Depth Super-Resolution  [bib] [supp] Gernot Riegler, David Ferstl, Matthias Ruether, and Horst BischofIn Proceedings of British Machine Vision Conference, (BMVC), 2016
    [abstract]
  2. ATGV-Net: Accurate Depth Super-Resolution  [bib] [supp] Gernot Riegler, Matthias Ruether, and Horst BischofIn European Conference on Computer Vision, (ECCV), 2016
    [abstract]

2015

  1. Anatomical landmark detection in medical applications driven by synthetic data  [bib] Gernot Riegler, Martin Urschler, Matthias Ruether, Horst Bischof, and Darko SternIn Proceedings International Conference on Computer Vision Workshap (ICCVW), TASK-CV, IEEE, 2015
    [abstract]
  2. Conditioned Regression Models for Non-Blind Single Image Super-Resolution  [bib] [supp] [poster] Gernot Riegler, Samuel Schulter, Matthias Ruether, and Horst BischofIn Proceedings International Conference on Computer Vision (ICCV), IEEE, 2015
    [abstract]
  3. Learning Depth Calibration of Time-of-Flight Cameras  [bib] [supp] David Ferstl, Christian Reinbacher, Gernot Riegler, Matthias Ruether, and Horst BischofIn Proceedings of British Machine Vision Conference, (BMVC), 2015
    [abstract]
  4. Depth Restoration via Joint Training of a Global Regression Model and CNNs  [bib] [supp] [poster] Gernot Riegler, Rene Ranftl, Matthias Ruether, Thomas Pock, and Horst BischofIn Proceedings of British Machine Vision Conference, (BMVC), 2015
    [abstract]
  5. A Framework for Articulated Hand Pose Estimation and Evaluation  [bib] Gernot Riegler, David Ferstl, Matthias Ruether, and Horst BischofIn Proceedings of 19th Scandinavian Conference on Image Analysis (SCIA), 2015
    [abstract]

2014

  1. aTGV-SF: Dense Variational Scene Flow through Projective Warping and Higher Order Regularization  [bib] David Ferstl, Christian Reinbacher, Gernot Riegler, Matthias Ruether, and Horst BischofIn Proceedings of International Conference on 3D Vision (3DV), 2014
    [abstract]
  2. CP-Census: A Novel Model for Dense Variational Scene Flow from RGB-D Data  [bib] [supp] David Ferstl, Gernot Riegler, Matthias Ruether, and Horst BischofIn Proceedings of the British Machine Vision Conference (BMVC), 2014
    [abstract]
  3. Hough Networks for Head Pose Estimation and Facial Feature Localization  [bib] Gernot Riegler, David Ferstl, Matthias Ruether, and Horst BischofIn Proceedings of the British Machine Vision Conference (BMVC), 2014
    [abstract]

2013

  1. Filament and Flare Detection in Halpha image sequences  [bib] Gernot Riegler, Thomas Pock, Werner Pötzi, and Astrid VeronigIn The 37th Annual Workshop of the Austrian Association for Pattern Recognition, 2013

Journal Papers

2014

  1. Real-time Flare Detection in Ground-Based H$alpha$ Imaging at Kanzelhöhe Observatory  [bib] Pötzi, Werner, Veronig, Astrid M, Riegler, Gernot, Amerstorfer, Ulrike, Pock, Thomas, Temmer, Manuela, Polanec, Wolfgang, and Baumgartner, Dietmar JSolar Physics: 1-27, 2014