Presentation + Paper
12 April 2021 A multi-camera system for vision-based altitude estimation
Author Affiliations +
Abstract
Navigation of modern aerial platforms typically uses GPS position measurements for accurate position estimation. GPS can provide position accuracies of better than ten meters. However, operation in GPS-denied regions, precludes the use of GPS for navigation, thereby requiring other aiding sources for position estimation. To obtain altitude measurements, barometric-based altimeters are often used. Barometric-based altimeters provide a passive sensor alternative for low-cost aerial vehicles. These altimeters measure barometric pressure to estimate altitude, but provide errors of tens of meters or more due to atmospheric variation, weather conditions, and platform distance from altimeter calibration location. In this paper, we present a multi-camera vision based approach to altitude estimation, which can be used in the absence of GPS. This vision-based approach converts the altitude estimation problem to a ground-based image registration problem, for which highly accurate (pixel and sub-pixel-level accuracy) registration techniques are available. The altitude estimate results from simultaneously aligning multiple onboard cameras to ground reference imagery. The registration spatial error statistics corresponds directly to the altitude estimation error. We use image fusion over multiple registration solutions to provide accurate image registration and thus accurate altitude estimation. We first provide a technical description of the approach. We then generate numerical simulation results demonstrating performance of the approach, and validating aspects of the theory. We compare performance to a standard image rescaling approach for altitude estimation. We demonstrate improved performance over the classical approach.
Conference Presentation
© (2021) COPYRIGHT Society of Photo-Optical Instrumentation Engineers (SPIE). Downloading of the abstract is permitted for personal use only.
Stephen DelMarco "A multi-camera system for vision-based altitude estimation", Proc. SPIE 11734, Multimodal Image Exploitation and Learning 2021, 1173407 (12 April 2021); https://doi.org/10.1117/12.2585807
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KEYWORDS
Image registration

Error analysis

Global Positioning System

Image fusion

Calibration

Numerical simulations

Onboard cameras

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