Toward High-Accuracy 3D Creation of Aviation Tools via Analysis-by-Synthesis
The field of education is rapidly shifting toward digital platforms; however, aviation education continues to rely heavily on traditional paper-based manuals. This persistence is largely due to the inherent complexity, scale, and high costs associated with aviation equipment, making digital transfor...
Saved in:
| Main Authors: | , , |
|---|---|
| Format: | Article |
| Language: | English |
| Published: |
IEEE
2025-01-01
|
| Series: | IEEE Access |
| Subjects: | |
| Online Access: | https://ieeexplore.ieee.org/document/10985742/ |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
| _version_ | 1849714397948149760 |
|---|---|
| author | Gundu Mohamed Hassan Yoo Sung Kim Geun Sik Jo |
| author_facet | Gundu Mohamed Hassan Yoo Sung Kim Geun Sik Jo |
| author_sort | Gundu Mohamed Hassan |
| collection | DOAJ |
| description | The field of education is rapidly shifting toward digital platforms; however, aviation education continues to rely heavily on traditional paper-based manuals. This persistence is largely due to the inherent complexity, scale, and high costs associated with aviation equipment, making digital transformation particularly challenging. In this paper, we utilizing the analysis-by-synthesis method is presented for multi-view 3D reconstruction of solid objects, specifically focusing on aviation tools. To facilitate this research, a custom dataset was generated using Unity, enabling controlled experimentation and performance evaluation. Comparative analysis with existing benchmarks demonstrates that, despite the intricate nature of aviation tools compared to simpler objects. The proposed architecture effectively reconstructs detailed and accurate digital replicas with 97% accuracy. This advancement has the potential to significantly enhance aviation training by providing immersive, interactive 3D content, bridging the gap between traditional training materials and cutting-edge digital education tools. |
| format | Article |
| id | doaj-art-e5da1666e7db48e1b352049755c91d28 |
| institution | DOAJ |
| issn | 2169-3536 |
| language | English |
| publishDate | 2025-01-01 |
| publisher | IEEE |
| record_format | Article |
| series | IEEE Access |
| spelling | doaj-art-e5da1666e7db48e1b352049755c91d282025-08-20T03:13:43ZengIEEEIEEE Access2169-35362025-01-0113872088721910.1109/ACCESS.2025.356699210985742Toward High-Accuracy 3D Creation of Aviation Tools via Analysis-by-SynthesisGundu Mohamed Hassan0https://orcid.org/0009-0001-7401-4785Yoo Sung Kim1Geun Sik Jo2https://orcid.org/0000-0003-4477-0755Department of Artificial Intelligence Engineering, Knowledge Management System Laboratory, Inha University, Incheon, South KoreaDepartment of Artificial Intelligence Engineering, Knowledge Management System Laboratory, Inha University, Incheon, South KoreaDepartment of Computer Science Engineering, Artificial Intelligence Laboratory, Inha University, Incheon, South KoreaThe field of education is rapidly shifting toward digital platforms; however, aviation education continues to rely heavily on traditional paper-based manuals. This persistence is largely due to the inherent complexity, scale, and high costs associated with aviation equipment, making digital transformation particularly challenging. In this paper, we utilizing the analysis-by-synthesis method is presented for multi-view 3D reconstruction of solid objects, specifically focusing on aviation tools. To facilitate this research, a custom dataset was generated using Unity, enabling controlled experimentation and performance evaluation. Comparative analysis with existing benchmarks demonstrates that, despite the intricate nature of aviation tools compared to simpler objects. The proposed architecture effectively reconstructs detailed and accurate digital replicas with 97% accuracy. This advancement has the potential to significantly enhance aviation training by providing immersive, interactive 3D content, bridging the gap between traditional training materials and cutting-edge digital education tools.https://ieeexplore.ieee.org/document/10985742/A321-NEOanalysis by synthesisaircraft maintenance educationcontent creationimage based renderingunity |
| spellingShingle | Gundu Mohamed Hassan Yoo Sung Kim Geun Sik Jo Toward High-Accuracy 3D Creation of Aviation Tools via Analysis-by-Synthesis IEEE Access A321-NEO analysis by synthesis aircraft maintenance education content creation image based rendering unity |
| title | Toward High-Accuracy 3D Creation of Aviation Tools via Analysis-by-Synthesis |
| title_full | Toward High-Accuracy 3D Creation of Aviation Tools via Analysis-by-Synthesis |
| title_fullStr | Toward High-Accuracy 3D Creation of Aviation Tools via Analysis-by-Synthesis |
| title_full_unstemmed | Toward High-Accuracy 3D Creation of Aviation Tools via Analysis-by-Synthesis |
| title_short | Toward High-Accuracy 3D Creation of Aviation Tools via Analysis-by-Synthesis |
| title_sort | toward high accuracy 3d creation of aviation tools via analysis by synthesis |
| topic | A321-NEO analysis by synthesis aircraft maintenance education content creation image based rendering unity |
| url | https://ieeexplore.ieee.org/document/10985742/ |
| work_keys_str_mv | AT gundumohamedhassan towardhighaccuracy3dcreationofaviationtoolsviaanalysisbysynthesis AT yoosungkim towardhighaccuracy3dcreationofaviationtoolsviaanalysisbysynthesis AT geunsikjo towardhighaccuracy3dcreationofaviationtoolsviaanalysisbysynthesis |