Tarant, Yannick (2023) Automated detection of objects using Computer Vision. Master's, Technische Universität Darmstadt.
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Abstract
In this master thesis, a method for automatic object recognition of technical components of a complex technical system is developed. For this purpose, a data pool of fused sensor data with different sensors (RGB and infrared), as well as a synthetic data pool with the help of the unreal engine 5 is generated. The object detection takes playce using the Mask R-CNN algorithm created by Matterport. The results are identified objects/pipes, containing in particular information about the shape and position of the objects.
| Item URL in elib: | https://elib.dlr.de/202596/ | ||||||||
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| Document Type: | Thesis (Master's) | ||||||||
| Title: | Automated detection of objects using Computer Vision | ||||||||
| Authors: |
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| Date: | 2023 | ||||||||
| Refereed publication: | No | ||||||||
| Open Access: | No | ||||||||
| Gold Open Access: | No | ||||||||
| In SCOPUS: | No | ||||||||
| In ISI Web of Science: | No | ||||||||
| Number of Pages: | 103 | ||||||||
| Status: | Published | ||||||||
| Keywords: | Object Detection | ||||||||
| Institution: | Technische Universität Darmstadt | ||||||||
| Department: | Produktionsmanagement, Technologie und Werkzeugmaschinen (PTW) | ||||||||
| HGF - Research field: | Aeronautics, Space and Transport | ||||||||
| HGF - Program: | Space | ||||||||
| HGF - Program Themes: | Earth Observation | ||||||||
| DLR - Research area: | Raumfahrt | ||||||||
| DLR - Program: | R EO - Earth Observation | ||||||||
| DLR - Research theme (Project): | R - Synergy project Automated Model Generation | ||||||||
| Location: | Rhein-Sieg-Kreis | ||||||||
| Institutes and Institutions: | Institute for the Protection of Terrestrial Infrastructures > Detection Systems Institute for the Protection of Terrestrial Infrastructures | ||||||||
| Deposited By: | Tarant, Yannick | ||||||||
| Deposited On: | 01 Feb 2024 15:17 | ||||||||
| Last Modified: | 01 Feb 2024 15:22 |
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