Roslan, Shairatul Akma and Abd Rahim, Muhamad Sharifuddin and Yakub, Fitri and Kong, Yong Chee and Hj. Mohd. Noor, Norzailawati (2024) Artificial intelligence for rapid mapping of potential archaeological features using bag of visual words based image classifier. In: 12th IGRSM International Conference and Exhibition on Geospatial and Remote Sensing, IGRSM 2024, 29-30 April 2024, Kuala Lumpur.
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Abstract
Integrating Artificial Intelligence technological advancements in archaeology has revolutionised automated feature detection, presenting a novel perspective on archaeological feature recognition and image interpretation. This approach reduces costs associated with ground data collection and enhances the reliability and productivity of large-scale archaeological mapping. Consequently, this study aims to explore feature detection and matching techniques in archaeological detection using Artificial Intelligence and Scale-Invariant Feature Transform and Oriented Fast and Rotated Brief algorithms, which are frequently employed in image processing applications as a feature descriptor within the Bag-of-Visual-Words framework. The highresolution multispectral satellite SPOT image maps potentially hidden archaeological features in Bujang Valley, Kedah, Malaysia. The expected outcome involves presenting a BoVW model capable of accurately detecting hidden archaeological features within the generated maps, thereby providing valuable insights into the extent and distribution of archaeological remnants in the targeted regions.
| Item Type: | Proceeding Paper (Other) |
|---|---|
| Uncontrolled Keywords: | Artificial Intelligence, SIFT, ORB, Bag of Visual Words, image analysis, Archaeology |
| Subjects: | G Geography. Anthropology. Recreation > G Geography (General) G Geography. Anthropology. Recreation > GE Environmental Sciences H Social Sciences > H Social Sciences (General) T Technology > T Technology (General) |
| Kulliyyahs/Centres/Divisions/Institutes (Can select more than one option. Press CONTROL button): | Kulliyyah of Architecture and Environmental Design > Department of Urban & Regional Planning Kulliyyah of Architecture and Environmental Design |
| Depositing User: | Dr Norzailawati Mohd Noor |
| Date Deposited: | 13 Jan 2025 09:04 |
| Last Modified: | 13 Jan 2025 09:04 |
| URI: | http://irep.iium.edu.my/id/eprint/117309 |
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