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Papers matching “synthetic training data” 175

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From Measurement Instruments to Data: Leveraging Theory-Driven Synthetic Training Data for Classifying Social Constructs
2024 arXiv (Cornell University) preprint Decision Sciences Evaluation and Performance Assessment Open access

Lukas Birkenmaier, Matthias Roth, Indira Sen

0

citations
Using Synthetic Training Data in Neural Networks for the Estimation of Fiber Orientation Distribution Functions from Single Shell Data
2023 conference-paper Medicine Advanced Neuroimaging Techniques and Applications

Amelie Rauland, Dorit Merhof

2

citations
Bridging the sim2real gap: Training deep neural networks for heliostat detection with purely synthetic data
2025 Solar Energy article Energy Solar Thermal and Photovoltaic Systems Open access

Rafal Broda, Alexander Schnerring, Dominik Schnaus, M. Nieslony, Julian J. Krauth, Marc Röger, +3 more

5

citations
Comparing the Benefit of Synthetic Training Data for Various Automatic Speech Recognition Architectures
2021 IEEE Automatic Speech Recognition and Understanding Workshop (ASRU) conference-paper Computer Science Speech Recognition and Synthesis Open access

Nick Rossenbach, Mohammad Zeineldeen, Benedikt Hilmes, Ralf Schlüter, Hermann Ney

4

citations
Semantic segmentation in construction environments—SegFormer checkpoint and synthetic training data
2026 RWTH Publications (RWTH Aachen) dataset Engineering Infrastructure Maintenance and Monitoring Open access

Jorge Luis Jiménez-Aparicio, Artem Bliznyuk, Böken David, Heinz-Jürgen Roßmann

0

citations
Accurate detection and 3D localization of humans using a novel YOLO-based RGB-D fusion approach and synthetic training data
2020 conference-paper Computer Science Advanced Neural Network Applications

Timm Linder, Kilian Pfeiffer, Narunas Vaškevičius, Robert F. Schirmer, Kai O. Arras

35

citations
Synthetic rainfall data generator development through decentralised model training
2022 Journal of Hydrology article Environmental Science Flood Risk Assessment and Management Open access

Sascha Welten, Adrian Holt, Julian Hofmann, Lennart Schelter, Elena‐Maria Klopries, Thomas Wintgens, +1 more

7

citations
Synthetic image data generation for the training of a segmentation algorithm for machine tool recognition
2025 conference-paper Computer Science Advanced Neural Network Applications

Manuel Belke, Oliver Petrović, Christian Brecher

0

citations
MIDIs and Checkpoints for "Hierarchical Diffusion Models to Generate Synthetic Training Data for Chord Recognition"
2026 Zenodo (CERN European Organization for Nuclear Research) dataset Open access

P. Selz

0

citations
Synthetic Image Data from 3D Software Environments and Game Engines for Training Machine Learning Models in Damage Detection
2025 RWTH Publications (RWTH Aachen) conference-paper Computer Science Adversarial Robustness in Machine Learning Open access

Mahmoud Moubarak

0

citations
MIDIs and Checkpoints for "Hierarchical Diffusion Models to Generate Synthetic Training Data for Chord Recognition"
2026 Zenodo (CERN European Organization for Nuclear Research) dataset Open access

P. Selz

0

citations
Data-Driven Occupancy Grid Mapping using Synthetic and Real-World Data
2022 International Conference on Electrical, Computer, Communications and Mechatronics Engineering (ICECCME) conference-paper Engineering Robotics and Sensor-Based Localization

Raphael van Kempen, Bastian Lampe, Lennart Reiher, Timo Woopen, Till Beemelmanns, Lutz Eckstein

3

citations
Data-Driven Occupancy Grid Mapping using Synthetic and Real-World Data
2022 arXiv (Cornell University) preprint Engineering Autonomous Vehicle Technology and Safety Open access

Raphael van Kempen, Bastian Lampe, Lennart Reiher, Timo Woopen, Till Beemelmanns, Lutz Eckstein

0

citations
Towards generalized machine learning models for dislocation image analysis: a parametric based synthetic data approach
2025 JuSER (Forschungszentrum Jülich) dissertation Materials Science Machine Learning in Materials Science Open access

Kishan Govind

0

citations
Wind turbine feature detection using deep learning and synthetic data
2026 conference-paper Engineering Wind Energy Research and Development

Arash Shahirpour, Jakob Elias Gebler, Manuel Sanders, Tim Reuscher

0

citations
A Synthetic Data Pipeline for Supporting Manufacturing SMEs in Visual Assembly Control
2025 conference-paper Engineering Digital Transformation in Industry

Jonas Werheid, Shengjie He, Aymen Gannouni, Anas Abdelrazeq, Robert Heinrich Schmitt

1

citations
Generating Synthetic Data Using a Knowledge-based Framework for Autonomous Productions
2023 conference-paper Computer Science Reinforcement Learning in Robotics

Oliver Petrović, David Leander Dias Duarte, Werner Herfs

4

citations
Investigating the generation of synthetic data for surface defect detection: A comparative analysis
2024 Procedia CIRP article Engineering Industrial Vision Systems and Defect Detection Open access

Josefine Monnet, Oliver Petrović, Werner Herfs

3

citations
On the Relevance of Phoneme Duration Variability of Synthesized Training Data for Automatic Speech Recognition
2023 IEEE Automatic Speech Recognition and Understanding Workshop (ASRU) conference-paper Computer Science Speech Recognition and Synthesis

Nick Rossenbach, Benedikt Hilmes, Ralf Schlüter

3

citations
On the Relevance of Phoneme Duration Variability of Synthesized Training Data for Automatic Speech Recognition
2023 arXiv (Cornell University) preprint Computer Science Speech Recognition and Synthesis Open access

Nick Rossenbach, Benedikt Hilmes, Ralf Schlüter

0

citations
3D Segmentation of Humans in Point Clouds with Synthetic Data
2023 IEEE/CVF International Conference on Computer Vision (ICCV) conference-paper Engineering 3D Shape Modeling and Analysis

Ayça Takmaz, Jonas Schult, Irem Kaftan, Bastian Leibe, Robert W. Sumner, Francis Engelmann, +1 more

20

citations
Synthetic Data Generation for AI-Informed End-of-Line Testing for Lithium-Ion Battery Production
2025 World Electric Vehicle Journal article Engineering Advanced Battery Technologies Research Open access

Tessa Krause, Daniel Nusko, Johannes Rittmann, Luciana Pitta Bauermann, Moritz Kroll, Carlo Holly

4

citations
Synthetic Data Generation for AI-Informed End-of-Line Testing for Lithium-Ion Battery Production
2025 Preprints.org preprint Engineering Fault Detection and Control Systems Open access

Tessa Krause, Daniel Nusko, Johannes Rittmann, Luciana Pitta Bauermann, Moritz Kroll, Carlo Holly

3

citations
Improvement of Collision Avoidance Systems in Rural Rail Traffic with Synthetic Data
2025 IEEE International Automated Vehicle Validation Conference (IAVVC) conference-paper Computer Science Advanced Neural Network Applications

Friedrich Betz, Julian Eichenbaum, Yannick Otten, Simon Klamt, Raphael Pfaff, Ingrid Scholl

0

citations
Assessment of Simulated Data for Training Semantic Segmentation-based Perception Models in Construction
2025 Procedia Computer Science conference-paper Computer Science Advanced Neural Network Applications Open access

Jorge Luis Jiménez Aparicio, David Böken, Johannes Sprink, Xiaoting Wang, Jürgen Roßmann

0

citations