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Papers matching “synthetic training data” 67

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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 Engineering Infrastructure Maintenance and Monitoring Open access

Mahmoud Moubarak

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 Robotics and Sensor-Based Localization Open access

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

0

citations
A Synthetic Data Pipeline for Supporting Manufacturing SMEs in Visual Assembly Control
2025 conference-paper Engineering Industrial Vision Systems and Defect Detection

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

1

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
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

7

citations
Synthetic Data Generation for AI-Informed End-of-Line Testing for Lithium-Ion Battery Production
2025 Preprints.org preprint Engineering Advanced Battery Technologies Research Open access

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

3

citations
Sheet metal localization using deep learning and synthetic data
2025 Journal of Intelligent Manufacturing article Engineering Industrial Vision Systems and Defect Detection Open access

Hannes Behnen, Guillem Boada-Gardenyes, Robert Heinrich Schmitt, Marc Teschner, Willi Pönitz

3

citations
Generating Cardiovascular Data to Improve Training of Assistive Heart Devices
2023 IEEE Symposium Series on Computational Intelligence (SSCI) conference-paper Engineering Mechanical Circulatory Support Devices

Johannes Kummert, Alexander Schulz, Robert Feldhans, Moriz Habigt, Maike Stemmler, Christina Kohler, +3 more

2

citations
Generating Synthetic LiDAR Point Cloud Data for Object Detection Using the Unreal Game Engine
2024 Lecture notes in computer science conference-paper Engineering 3D Shape Modeling and Analysis

Mathias Eggert, Maximilian Schade, Florian Bröhl, Alexander Moriz

1

citations
Generation of Synthetic Data for DL-based Defect Detection in the Automotive Context
2025 IEEE International Conference on Emerging Technologies and Factory Automation (ETFA) conference-paper Engineering Industrial Vision Systems and Defect Detection

Alexander Moriz, Dominik Wolfschläger, Miguel Suchodolak, Achim Byl, Friedrich Wolf, Kai Wege, +2 more

0

citations
Synthetic Data in DC Microgrids: Label Creation for Ensemble Learning for Fault Isolation
2021 IEEE Transactions on Power Delivery article Engineering Power Systems Fault Detection

Ting Wang, Yingshui Tan, Yibo Wang, Baihong Jin, Antonello Monti, Alberto Luigi Sangiovanni-Vincentelli

12

citations
Micro-XCT Imaging and Synthetic Data Generation for Deep Learning-Based Computer Vision of Microstructural Defects
2025 e-Journal of Nondestructive Testing article Engineering Industrial Vision Systems and Defect Detection Open access

Ravshan Yormatov, Angelos Theofilatos, Alexandre Viardin

1

citations
Generation of Virtual Test Scenarios for Training and Validation of AI-based Systems
2021 IEEE International Conference on Progress in Informatics and Computing conference-paper Engineering Simulation and Modeling Applications

Tobias Osterloh, Jürgen Roßmann

10

citations
Towards the application of operational design domain based scene generation for artificial intelligence training in railway automation
2024 IEEE International Conference on Intelligent Transportation Systems (ITSC) conference-paper Engineering Autonomous Vehicle Technology and Safety

Till Mersmann, Friedrich Betz, Julian Eichenbaum, Simon Klamt, Yannick Otten, Ingrid Scholl, +1 more

2

citations
Improving Machine Learning Diagnostic Systems with Model-Based Data Augmentation ― Part B: Application
2021 IEEE PES Innovative Smart Grid Technologies Europe conference-paper Engineering Power Transformer Diagnostics and Insulation

Jannis Nikolas Kahlen, Andre Würde, Albert Moser

5

citations
Model-based data augmentation to improve the performance of machine-learning diagnostic systems
2022 IET conference proceedings. conference-paper Engineering Power Transformer Diagnostics and Insulation

Jannis Nikolas Kahlen, Andre Würde, Albert Moser

1

citations
A GAN-Based Multi-Sensor Data Augmentation Technique for CNC Machine Tool Wear Prediction
2023 IEEE Access article Engineering Advanced machining processes and optimization Open access

Yuechi Jiang, Benny Drescher, Guoguang Yuan

23

citations
An Approach to Abstract Multi-stage Cyberattack Data Generation for ML-Based IDS in Smart Grids
2023 conference-paper Engineering Smart Grid Security and Resilience Open access

Ömer Sen, Philipp Malskorn, Simon Glomb, Immanuel Hacker, Martin Henze, Andreas Ulbig

2

citations
Reducing Experimental Data Requirements in CNN-based damage detection through Transfer Learning
2026 e-Journal of Nondestructive Testing article Engineering Structural Health Monitoring Techniques Open access

Finja Rentzsch holm, T. Schalm, Jorge Luis Jiménez Aparicio, Kai‐Uwe Schröder

0

citations
Scenario-Driven Data Generation with Experimentable Digital Twins
2023 Springer eBooks conference-paper Engineering Digital Transformation in Industry Open access

Osama Maqbool, Jürgen Roßmann

1

citations
CT-based data generation for foreign object detection on a single X-ray projection
2023 Scientific Reports article Engineering Industrial Vision Systems and Defect Detection Open access cited by 1 patent

Vladyslav Andriiashen, Robert van Liere, Tristan van Leeuwen, Kees Joost Batenburg

10

citations
Augmenting energy time-series for data-efficient imputation of missing values
2023 Applied Energy article Engineering Building Energy and Comfort Optimization

Antonio Liguori, Romana Markovic, Martina Ferrando, Jérôme Frisch, Francesco Causone, Christoph van Treeck

36

citations
Quantifying the effect of X-ray scattering for data generation in real-time defect detection
2024 Journal of X-Ray Science and Technology article Engineering Non-Destructive Testing Techniques Open access

Vladyslav Andriiashen, Robert van Liere, Tristan van Leeuwen, Kees Joost Batenburg

3

citations