Synthetic Training Dataset for Real-World Terminal Strip Object Detection

database Synthetic Training Dataset for Real-World Terminal Strip Object Detection CHe Nico Baumgart author 88090 Markus Lange-Hegermann author 71761 Mike Mücke author DEP5015 department This dataset provides synthetic training data for the real-world industrial application of terminal strip object detection to investigate the sim-to-real generalization performance of modern object detectors based on state-of-the-art image synthesis methods. It consists of 30.000 randomly generated synthetic images of terminal strips covering 36 different terminal blocks in five colors and additional accessories such as plug-in bridges, test adapters, end covers and markings. Except from the markings and the DIN rail all objects of the terminal strips are labeled with a bounding box and the respective object class for supervised learning. Additionally, 300 real images of terminal strips were taken and manually labeled for the real-world test. If you use this datset for your research, please consider citing this: Investigation of the Impact of Synthetic Training Data in the Industrial Application of Terminal Strip Object Detection Zenodo2024 Object DetectionImage SynthesisDomain RandomizationDomain GapTerminal Strip 10.5281/ZENODO.16080102 N. Baumgart, M. Lange-Hegermann, and M. Mücke, Synthetic Training Dataset for Real-World Terminal Strip Object Detection. Zenodo, 2024. doi: <a href="https://doi.org/10.5281/ZENODO.16080102">10.5281/ZENODO.16080102</a>. Baumgart N, Lange-Hegermann M and Mücke M (2024) Synthetic Training Dataset for Real-World Terminal Strip Object Detection. Zenodo. Baumgart, Nico, et al. Synthetic Training Dataset for Real-World Terminal Strip Object Detection. Zenodo, 2024, <a href="https://doi.org/10.5281/ZENODO.16080102">https://doi.org/10.5281/ZENODO.16080102</a>. Baumgart, N., Lange-Hegermann, M., & Mücke, M. (2024). Synthetic Training Dataset for Real-World Terminal Strip Object Detection. Zenodo. <a href="https://doi.org/10.5281/ZENODO.16080102">https://doi.org/10.5281/ZENODO.16080102</a> Baumgart N, Lange-Hegermann M, Mücke M. Synthetic Training Dataset for Real-World Terminal Strip Object Detection. Zenodo; 2024. N. Baumgart, M. Lange-Hegermann, M. Mücke, Synthetic Training Dataset for Real-World Terminal Strip Object Detection, Zenodo, 2024. N. Baumgart, M. Lange-Hegermann, M. Mücke, Synthetic Training Dataset for Real-World Terminal Strip Object Detection, Zenodo, 2024.

Baumgart, Nico ; Lange-Hegermann, Markus ; Mücke, Mike: Synthetic Training Dataset for Real-World Terminal Strip Object Detection : Zenodo, 2024

Baumgart, Nico/Lange-Hegermann, Markus/Mücke, Mike: Synthetic Training Dataset for Real-World Terminal Strip Object Detection, o. O. 2024. Baumgart N, Lange-Hegermann M, Mücke M. Synthetic Training Dataset for Real-World Terminal Strip Object Detection. Zenodo; 2024. doi:<a href="https://doi.org/10.5281/ZENODO.16080102">10.5281/ZENODO.16080102</a> Baumgart, Nico, Markus Lange-Hegermann, and Mike Mücke. Synthetic Training Dataset for Real-World Terminal Strip Object Detection. Zenodo, 2024. <a href="https://doi.org/10.5281/ZENODO.16080102">https://doi.org/10.5281/ZENODO.16080102</a>.

Baumgart, Nico, Markus Lange-Hegermann und Mike Mücke. 2024. Synthetic Training Dataset for Real-World Terminal Strip Object Detection. Zenodo. doi:<a href="https://doi.org/10.5281/ZENODO.16080102">10.5281/ZENODO.16080102</a>, .

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