Fast Matching Method of UAV Aerial Photography Enhanced Low Illumination Image. (11th February 2022)
- Record Type:
- Journal Article
- Title:
- Fast Matching Method of UAV Aerial Photography Enhanced Low Illumination Image. (11th February 2022)
- Main Title:
- Fast Matching Method of UAV Aerial Photography Enhanced Low Illumination Image
- Authors:
- Li, Wenyao
Liu, Guangqing
Lu, Kuan
Chen, Pengyun
Cui, Junjie
Yu, Mingrang
Shen, Peng - Other Names:
- Asadov Hikmat Academic Editor.
- Abstract:
- Abstract : Aiming at the problems of insufficient image contrast in three-dimensional reconstruction of UAV in low illumination environment and the unstable iteration times of the RANSAC algorithm in the feature matching process, real-time matching method of UAV aerial image is proposed. First, a new image enhancement algorithm is applied to the image to enhance its quality and visibility. Second, the enhanced fast algorithm in ORB extracts the feature points from the preprocessed image, and cross-matching performs rough matching. Finally, the PROSAC algorithm solves the homography matrix by selecting the highest quality interior points from the extracted feature points. To improve the matching accuracy, some exterior points that do not conform to the geometric characteristics of the image are removed based on the homography matrix and the set mismatch threshold. The results show that the improved ORB algorithm is applied to the low illumination environment of UAV aerial photography, the image matching accuracy in 3D reconstruction is improved, and the correct matching rate tends to 97.24~99.39%. The relevant research findings and conclusions provide a fast and effective method for UAV image matching in different low illumination environments.
- Is Part Of:
- International journal of aerospace engineering. Volume 2022(2022)
- Journal:
- International journal of aerospace engineering
- Issue:
- Volume 2022(2022)
- Issue Display:
- Volume 2022, Issue 2022 (2022)
- Year:
- 2022
- Volume:
- 2022
- Issue:
- 2022
- Issue Sort Value:
- 2022-2022-2022-0000
- Page Start:
- Page End:
- Publication Date:
- 2022-02-11
- Subjects:
- Aerospace engineering -- Periodicals
629.105 - Journal URLs:
- https://www.hindawi.com/journals/ijae/ ↗
- DOI:
- 10.1155/2022/9543893 ↗
- Languages:
- English
- ISSNs:
- 1687-5966
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library HMNTS - ELD Digital store
- Ingest File:
- 21127.xml