Rudolf Mester
IT-bygget, 361, Gløshaugen, Sem Sælands vei 9, 7034 Trondheim
Om
Rudolf Mester har ledet Visual Sensorics and Information Processing Lab ved Goethe University, Frankfurt, siden 2004.
Siden oktober 2018 har han vært hos NTNU på Institutt for Datateknologi og Informatikk (IDI) som professor (DNV GL legatprofessorat) og medlem av Norwegian Open AI Lab.
Tidligere har han ledet forskningsinitiativer og prosjekter innen intelligent visual vehicle sensorics, applikasjoner av AI i mobile systemer, visual surround sensing for autonom kjøring, og maskinlæring for ‘trenbare kjøretøy’ og kjøretøykontroll.
Foruten disse applikasjonsorienterte emnene, utfører han grunnleggende forskning innen ytelsesanalyse av AI-metoder, kvalitetssikring av maskinlæringsalgoritmer, og innen de fundamentale perception og planleggings algoritmene for kjøretøy som bygger på estimasjonsteori, kontrollteori og maskinlæring.
På NTNU fokuserer Rudolf Mester på ytelse, tillitskvantifisering og kvalitetssikring av AI/maskinlærings-metoder.
Han er fokusert på klassiske og ML-baserte perception metoder for intelligente maskiner og autonome systemer, både på vei, under vann, og i luft.
Støtten fra DNV GL for dette legatprofessoratet er i godt samarbeid, annerkjent og verdsatt.
Publikasjoner
2022
-
Hodne, Lars Martin;
Leikvoll, Eirik;
Yip, Mauhing;
Teigen, Andreas Langeland;
Stahl, Annette;
Mester, Rudolf.
(2022)
Detecting and Suppressing Marine Snow for Underwater Visual SLAM.
IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops (CVPRW).
Vitenskapelig artikkel
-
Namazi, Elnaz;
Mester, Rudolf;
Li, Jingyue;
Lu, Chaoru;
Tang, Meng;
Xiong, Ying.
(2022)
Traffic Awareness Through Multiple Mobile Sensor Fusion.
IEEE Sensors Journal.
volum 22 (12).
Vitenskapelig artikkel
-
Namazi, Elnaz;
Mester, Rudolf;
Lu, Chaoru;
Li, Jingyue.
(2022)
Geolocation estimation of target vehicles using image processing and geometric computation.
Neurocomputing.
volum 499.
Vitenskapelig artikkel
-
Namazi, Elnaz;
Mester, Rudolf;
Lu, Chaoru;
Log, Markus Metallinos;
Li, Jingyue.
(2022)
Improving Vehicle Localization with Two Low-Cost GPS Receivers.
Innovations in Smart Cities Applications Volume 5 - The Proceedings of the 6th International Conference on Smart City Applications (SCA 2021).
Vitenskapelig kapittel/artikkel
2021
-
Hukkelås, Håkon;
Mester, Rudolf;
Lindseth, Frank.
(2021)
Image Inpainting with Learnable Feature Imputation.
Pattern Recognition, 42nd DAGM German Conference.
Vitenskapelig kapittel/artikkel
-
Teigen, Andreas Langeland;
Saad, Aya;
Stahl, Annette;
Mester, Rudolf.
(2021)
Few-Shot Open World Learner.
IFAC-PapersOnLine.
volum 54 (16).
Vitenskapelig artikkel
-
Zwilgmeyer, Peder Georg Olofsson;
Yip, Mauhing;
Teigen, Andreas Langeland;
Mester, Rudolf;
Stahl, Annette.
(2021)
The VAROS Synthetic Underwater Data Set: Towards realistic multi-sensor underwater data with ground truth.
IEEE International Conference on Computer Vision (ICCV).
Vitenskapelig artikkel
2020
-
Kretz, Adrian;
Mester, Rudolf.
(2020)
A Shared Representation for Object Tracking and Classification using Siamese Networks.
2020 IEEE Southwest Symposium on Image Analysis and Interpretation (SSIAI).
Vitenskapelig kapittel/artikkel
-
Namazi, Elnaz;
Li, Jingyue;
Mester, Rudolf;
Lu, Chaoru.
(2020)
Identifying and Counting Vehicles in Multiple Lanes by Using a Low-Cost Vehicle-Mounted Sensor for Intelligent Traffic Management Systems.
Hybrid Artificial Intelligent Systems, 15th International Conference, HAIS 2020.
Vitenskapelig kapittel/artikkel
-
Schmid, Jan Fabian;
Mester, Rudolf.
(2020)
Ground texture based localization: Do we need to detect keypoints?.
IEEE International Conference on Robotics and Automation (ICRA).
Faglig artikkel
-
Vasstein, Kjetil;
Brekke, Edmund Førland;
Mester, Rudolf;
Eide, Egil.
(2020)
Autoferry Gemini: a real-time simulation platform for electromagnetic radiation sensors on autonomous ships.
IOP Conference Series: Materials Science and Engineering.
Vitenskapelig artikkel
2019
-
Brickwedde, Fabian;
Abraham, Steffen;
Mester, Rudolf.
(2019)
Mono-SF: Multi-View Geometry meets Single-View Depth for Monocular Scene Flow Estimation of Dynamic Traffic Scenes.
IEEE International Conference on Computer Vision (ICCV).
Vitenskapelig artikkel
-
Hukkelås, Håkon;
Lindseth, Frank;
Mester, Rudolf.
(2019)
DeepPrivacy: A Generative Adversarial Network for Face Anonymization.
Advances in Visual Computing.
Vitenskapelig kapittel/artikkel
-
Klose, Patrick;
Mester, Rudolf.
(2019)
Simulated autonomous driving in a realistic driving environment using deep reinforcement learning and a deterministic finite state machine.
APPIS'19: Proceedings of the 2nd International Conference on Applications of Intelligent Systems.
Vitenskapelig kapittel/artikkel
-
Kreuzig, Robin;
Ochs, Matthias;
Mester, Rudolf.
(2019)
DistanceNet: Estimating Traveled Distance from Monocular Images using a Recurrent Convolutional Neural Network.
IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops (CVPRW).
Vitenskapelig artikkel
-
Ochs, Matthias;
Kretz, Adrian;
Mester, Rudolf.
(2019)
SDNet: Semantically Guided Depth Estimation Network.
Lecture Notes in Computer Science (LNCS).
volum 11824 LNCS.
Vitenskapelig artikkel
-
Sanchez, Ricardo M;
Mester, Rudolf;
Kudryashev, Mikhail.
(2019)
Fast Cross Correlation for Limited Angle Tomographic Data.
Lecture Notes in Computer Science (LNCS).
volum 11482 LNCS.
Vitenskapelig artikkel
-
Sanchez, Ricardo M;
Mester, Rudolf;
Kudryashev, Mikhail.
(2019)
Fast alignment of limited angle tomograms by projected cross correlation.
European Signal Processing Conference.
volum 2019-September.
Vitenskapelig artikkel
2018
-
Fanani, Nolang;
Ochs, Matthias;
Stürck, Alina;
Mester, Rudolf.
(2018)
CNN-based multi-frame IMO detection from a monocular camera.
IEEE conference proceedings. 2018. ISBN 978-1-5386-4452-2.
Vitenskapelig antologi
-
Ochs, Matthias;
Bradler, Henry;
Mester, Rudolf.
(2018)
Spatio-Temporal Depth Interpolation (STDI).
IEEE conference proceedings. 2018. ISBN 978-1-5386-4452-2.
Vitenskapelig antologi
Vitenskapelige artikler
-
Hodne, Lars Martin;
Leikvoll, Eirik;
Yip, Mauhing;
Teigen, Andreas Langeland;
Stahl, Annette;
Mester, Rudolf.
(2022)
Detecting and Suppressing Marine Snow for Underwater Visual SLAM.
IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops (CVPRW).
Vitenskapelig artikkel
-
Namazi, Elnaz;
Mester, Rudolf;
Li, Jingyue;
Lu, Chaoru;
Tang, Meng;
Xiong, Ying.
(2022)
Traffic Awareness Through Multiple Mobile Sensor Fusion.
IEEE Sensors Journal.
volum 22 (12).
Vitenskapelig artikkel
-
Namazi, Elnaz;
Mester, Rudolf;
Lu, Chaoru;
Li, Jingyue.
(2022)
Geolocation estimation of target vehicles using image processing and geometric computation.
Neurocomputing.
volum 499.
Vitenskapelig artikkel
-
Teigen, Andreas Langeland;
Saad, Aya;
Stahl, Annette;
Mester, Rudolf.
(2021)
Few-Shot Open World Learner.
IFAC-PapersOnLine.
volum 54 (16).
Vitenskapelig artikkel
-
Zwilgmeyer, Peder Georg Olofsson;
Yip, Mauhing;
Teigen, Andreas Langeland;
Mester, Rudolf;
Stahl, Annette.
(2021)
The VAROS Synthetic Underwater Data Set: Towards realistic multi-sensor underwater data with ground truth.
IEEE International Conference on Computer Vision (ICCV).
Vitenskapelig artikkel
-
Vasstein, Kjetil;
Brekke, Edmund Førland;
Mester, Rudolf;
Eide, Egil.
(2020)
Autoferry Gemini: a real-time simulation platform for electromagnetic radiation sensors on autonomous ships.
IOP Conference Series: Materials Science and Engineering.
Vitenskapelig artikkel
-
Brickwedde, Fabian;
Abraham, Steffen;
Mester, Rudolf.
(2019)
Mono-SF: Multi-View Geometry meets Single-View Depth for Monocular Scene Flow Estimation of Dynamic Traffic Scenes.
IEEE International Conference on Computer Vision (ICCV).
Vitenskapelig artikkel
-
Kreuzig, Robin;
Ochs, Matthias;
Mester, Rudolf.
(2019)
DistanceNet: Estimating Traveled Distance from Monocular Images using a Recurrent Convolutional Neural Network.
IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops (CVPRW).
Vitenskapelig artikkel
-
Ochs, Matthias;
Kretz, Adrian;
Mester, Rudolf.
(2019)
SDNet: Semantically Guided Depth Estimation Network.
Lecture Notes in Computer Science (LNCS).
volum 11824 LNCS.
Vitenskapelig artikkel
-
Sanchez, Ricardo M;
Mester, Rudolf;
Kudryashev, Mikhail.
(2019)
Fast Cross Correlation for Limited Angle Tomographic Data.
Lecture Notes in Computer Science (LNCS).
volum 11482 LNCS.
Vitenskapelig artikkel
-
Sanchez, Ricardo M;
Mester, Rudolf;
Kudryashev, Mikhail.
(2019)
Fast alignment of limited angle tomograms by projected cross correlation.
European Signal Processing Conference.
volum 2019-September.
Vitenskapelig artikkel
Tidsskriftspublikasjoner
-
Schmid, Jan Fabian;
Mester, Rudolf.
(2020)
Ground texture based localization: Do we need to detect keypoints?.
IEEE International Conference on Robotics and Automation (ICRA).
Faglig artikkel
Bøker
-
Fanani, Nolang;
Ochs, Matthias;
Stürck, Alina;
Mester, Rudolf.
(2018)
CNN-based multi-frame IMO detection from a monocular camera.
IEEE conference proceedings. 2018. ISBN 978-1-5386-4452-2.
Vitenskapelig antologi
-
Ochs, Matthias;
Bradler, Henry;
Mester, Rudolf.
(2018)
Spatio-Temporal Depth Interpolation (STDI).
IEEE conference proceedings. 2018. ISBN 978-1-5386-4452-2.
Vitenskapelig antologi
Del av bok/rapport
-
Namazi, Elnaz;
Mester, Rudolf;
Lu, Chaoru;
Log, Markus Metallinos;
Li, Jingyue.
(2022)
Improving Vehicle Localization with Two Low-Cost GPS Receivers.
Innovations in Smart Cities Applications Volume 5 - The Proceedings of the 6th International Conference on Smart City Applications (SCA 2021).
Vitenskapelig kapittel/artikkel
-
Hukkelås, Håkon;
Mester, Rudolf;
Lindseth, Frank.
(2021)
Image Inpainting with Learnable Feature Imputation.
Pattern Recognition, 42nd DAGM German Conference.
Vitenskapelig kapittel/artikkel
-
Kretz, Adrian;
Mester, Rudolf.
(2020)
A Shared Representation for Object Tracking and Classification using Siamese Networks.
2020 IEEE Southwest Symposium on Image Analysis and Interpretation (SSIAI).
Vitenskapelig kapittel/artikkel
-
Namazi, Elnaz;
Li, Jingyue;
Mester, Rudolf;
Lu, Chaoru.
(2020)
Identifying and Counting Vehicles in Multiple Lanes by Using a Low-Cost Vehicle-Mounted Sensor for Intelligent Traffic Management Systems.
Hybrid Artificial Intelligent Systems, 15th International Conference, HAIS 2020.
Vitenskapelig kapittel/artikkel
-
Hukkelås, Håkon;
Lindseth, Frank;
Mester, Rudolf.
(2019)
DeepPrivacy: A Generative Adversarial Network for Face Anonymization.
Advances in Visual Computing.
Vitenskapelig kapittel/artikkel
-
Klose, Patrick;
Mester, Rudolf.
(2019)
Simulated autonomous driving in a realistic driving environment using deep reinforcement learning and a deterministic finite state machine.
APPIS'19: Proceedings of the 2nd International Conference on Applications of Intelligent Systems.
Vitenskapelig kapittel/artikkel
Undervisning
Emner
Formidling
2022
-
Vitenskapelig foredragHodne, Lars Martin; Leikvoll, Eirik; Yip, Mauhing; Teigen, Andreas Langeland; Stahl, Annette; Mester, Rudolf. (2022) Detecting and Suppressing Marine Snow for Underwater Visual SLAM. Fourth Workshop on Image Matching: Local Features and Beyond . IEEE/CVF Conference on Computer Vision and Pattern Recogniti; New Orleans, Louisiana. 2022-06-19 - 2022-06-23.
2021
-
Vitenskapelig foredragTeigen, Andreas Langeland; Saad, Aya; Stahl, Annette; Mester, Rudolf. (2021) Few-Shot Open World Learner. 13th IFAC Conference on Control Applications in Marine Systems, Robotics, and Vehicles IFAC CAMS . International Federation of Automatic Control; Online Conference - University Oldenburg, Germany. 2021-09-22 - 2021-09-24.
-
Vitenskapelig foredragZwilgmeyer, Peder Georg Olofsson; Yip, Mauhing; Teigen, Andreas Langeland; Mester, Rudolf; Stahl, Annette. (2021) The VAROS Synthetic Underwater Data Set: Towards realistic multi-sensor underwater data with ground truth. ICCV Workshop Computer Vision in the Ocean ; 2021-10-17 - 2021-10-17.