Peinecke, Niklas (2025) Generating Simulated Infrared Sensor Images Using Deep Learning Neural Networks. In: Proceedings of DLRK 2025. DLRK 2025, 2025-09-23 - 2025-09-25, Augsburg, Deutschland. doi: 10.25967/650013.
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Official URL: https://publikationen.dglr.de/?tx_dglrpublications_pi1%5bdocument_id%5d=650013
Abstract
This study presents a method for generating infrared images using deep learning techniques, specifically Generative Adversarial Networks (GANs), trained on data from real flight experiments. Implemented in Python, the approach leverages a U-Net adapted for grayscale IR image generation. After training on a multi-core computer, the method achieved accurate infrared image generation, applicable in flight simulation and autonomous navigation.
| Item URL in elib: | https://elib.dlr.de/218033/ | ||||||||
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| Document Type: | Conference or Workshop Item (Speech) | ||||||||
| Title: | Generating Simulated Infrared Sensor Images Using Deep Learning Neural Networks | ||||||||
| Authors: |
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| Date: | 24 October 2025 | ||||||||
| Journal or Publication Title: | Proceedings of DLRK 2025 | ||||||||
| Refereed publication: | Yes | ||||||||
| Open Access: | Yes | ||||||||
| Gold Open Access: | No | ||||||||
| In SCOPUS: | No | ||||||||
| In ISI Web of Science: | No | ||||||||
| DOI: | 10.25967/650013 | ||||||||
| Status: | Published | ||||||||
| Keywords: | deep learning; sensor simulation; infrared simulation; GAN | ||||||||
| Event Title: | DLRK 2025 | ||||||||
| Event Location: | Augsburg, Deutschland | ||||||||
| Event Type: | international Conference | ||||||||
| Event Start Date: | 23 September 2025 | ||||||||
| Event End Date: | 25 September 2025 | ||||||||
| Organizer: | DGLR | ||||||||
| HGF - Research field: | Aeronautics, Space and Transport | ||||||||
| HGF - Program: | Aeronautics | ||||||||
| HGF - Program Themes: | other | ||||||||
| DLR - Research area: | Aeronautics | ||||||||
| DLR - Program: | L - no assignment | ||||||||
| DLR - Research theme (Project): | L - no assignment | ||||||||
| Location: | Braunschweig | ||||||||
| Institutes and Institutions: | Institute of Flight Guidance > Unmanned Aircraft Systems | ||||||||
| Deposited By: | Peinecke, Dr.rer.nat. Niklas | ||||||||
| Deposited On: | 28 Oct 2025 15:38 | ||||||||
| Last Modified: | 28 Oct 2025 15:38 |
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