Iz, Selim Ahmet and Unel, Mustafa (2023) Aerial Image Stitching Using IMU Data from a UAV. In: 8th International Conference on Image, Vision and Computing, ICIVC 2023, pp. 513-518. 2023 8th International Conference on Image, Vision and Computing (ICIVC), 2023-07-27 - 2023-07-29, China. doi: 10.1109/ICIVC58118.2023.10269879. ISBN 979-835033523-1.
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Official URL: https://ieeexplore.ieee.org/document/10269879
Abstract
Unmanned Aerial Vehicles (UAVs) are widely used for aerial photography and remote sensing applications. One of the main challenges is to stitch together multiple images into a single high-resolution image that covers a large area. Feature-based image stitching algorithms are commonly used but can suffer from errors and ambiguities in feature detection and matching. To address this, several approaches have been proposed, including using bundle adjustment techniques or direct image alignment. In this paper, we present a novel method that uses a combination of IMU data and computer vision techniques for stitching images captured by a UAV. Our method involves several steps such as estimating the displacement and rotation of the UAV between consecutive images, correcting for perspective distortion, and computing a homography matrix. We then use a standard image stitching algorithm to align and blend the images together. Our proposed method leverages the additional information provided by the IMU data, corrects for various sources of distortion, and can be easily integrated into existing UAV workflows. Our experiments demonstrate the effectiveness and robustness of our method, outperforming some of the existing feature-based image stitching algorithms in terms of accuracy and reliability, particularly in challenging scenarios such as large displacements, rotations, and variations in camera pose.
| Item URL in elib: | https://elib.dlr.de/202775/ | ||||||||||||
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| Document Type: | Conference or Workshop Item (Speech) | ||||||||||||
| Title: | Aerial Image Stitching Using IMU Data from a UAV | ||||||||||||
| Authors: |
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| Date: | 2023 | ||||||||||||
| Journal or Publication Title: | 8th International Conference on Image, Vision and Computing, ICIVC 2023 | ||||||||||||
| Refereed publication: | Yes | ||||||||||||
| Open Access: | Yes | ||||||||||||
| Gold Open Access: | No | ||||||||||||
| In SCOPUS: | Yes | ||||||||||||
| In ISI Web of Science: | No | ||||||||||||
| DOI: | 10.1109/ICIVC58118.2023.10269879 | ||||||||||||
| Page Range: | pp. 513-518 | ||||||||||||
| ISBN: | 979-835033523-1 | ||||||||||||
| Status: | Published | ||||||||||||
| Keywords: | Image Stitching; IMU; Unmanned Aerial Vehicle (UAV); Camera Calibration | ||||||||||||
| Event Title: | 2023 8th International Conference on Image, Vision and Computing (ICIVC) | ||||||||||||
| Event Location: | China | ||||||||||||
| Event Type: | international Conference | ||||||||||||
| Event Start Date: | 27 July 2023 | ||||||||||||
| Event End Date: | 29 July 2023 | ||||||||||||
| Organizer: | IEEE-ICIVC | ||||||||||||
| 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 - Remote Sensing and Geo Research | ||||||||||||
| Location: | Berlin-Adlershof | ||||||||||||
| Institutes and Institutions: | Institute of Optical Sensor Systems > Security Research and Applications | ||||||||||||
| Deposited By: | Iz, Selim Ahmet | ||||||||||||
| Deposited On: | 20 Feb 2024 11:27 | ||||||||||||
| Last Modified: | 24 Apr 2024 21:03 |
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