ReflectDetect: A software tool for AprilTag-guided in-flight radiometric calibration for UAV-mounted 2D snapshot multi-camera imagery

IF 2.4 4区 计算机科学 Q2 COMPUTER SCIENCE, SOFTWARE ENGINEERING
Luca Joshua Francis , Lewis Gabriel B. Geissler , Nathan Okole , Bela Gipp , Cyrill Stachniss , René Heim
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Abstract

Unmanned Aerial Vehicles (UAVs) equipped with optical sensors have transformed remote sensing in vegetation science by providing high-resolution, on-demand data, enhancing studies in forestry, agriculture, and environmental monitoring. However, accurate radiometric calibration of UAV imagery remains challenging. A common practice, using a single calibration target while holding the UAV-mounted camera close above it, is being criticized as the hemisphere is invisibly shaded and the reference images are not collected under flight conditions. ReflectDetect addresses these challenges by allowing in-flight radiometric calibration through automated detection via two different approaches: 1) a geotagging approach leveraging high-precision coordinates of the reflectance targets and 2) AprilTag based detection, a visual fiducial system frequently used in robotics. A brief statistical analysis and example data is provided to reassure the quality of the calibration results. ReflectDetect is available through a command-line interface and open-source (https://github.com/reflectdetect/reflectdetect). It now enables users to design new in-flight calibration studies to eventually improve radiometric calibration in applied UAV remote sensing.
ReflectDetect:一个软件工具,用于apriltag制导的飞行辐射校准,用于无人机安装的2D快照多摄像头图像
配备光学传感器的无人机(uav)通过提供高分辨率、按需数据,加强了林业、农业和环境监测的研究,改变了植被科学的遥感。然而,无人机图像的精确辐射校准仍然具有挑战性。通常的做法是使用单个校准目标,同时将安装在无人机上的摄像机靠近其上方,这一做法受到了批评,因为半球是看不见的阴影,并且在飞行条件下无法收集参考图像。ReflectDetect通过两种不同的自动检测方法解决了这些挑战:1)利用高精度反射目标坐标的地理标记方法和2)基于AprilTag的检测,这是一种经常用于机器人技术的视觉基准系统。为了保证校准结果的质量,提供了简单的统计分析和示例数据。可以通过命令行界面和开源(https://github.com/reflectdetect/reflectdetect)获得ReflectDetect。它现在使用户能够设计新的飞行校准研究,最终改进应用无人机遥感的辐射校准。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
SoftwareX
SoftwareX COMPUTER SCIENCE, SOFTWARE ENGINEERING-
CiteScore
5.50
自引率
2.90%
发文量
184
审稿时长
9 weeks
期刊介绍: SoftwareX aims to acknowledge the impact of software on today''s research practice, and on new scientific discoveries in almost all research domains. SoftwareX also aims to stress the importance of the software developers who are, in part, responsible for this impact. To this end, SoftwareX aims to support publication of research software in such a way that: The software is given a stamp of scientific relevance, and provided with a peer-reviewed recognition of scientific impact; The software developers are given the credits they deserve; The software is citable, allowing traditional metrics of scientific excellence to apply; The academic career paths of software developers are supported rather than hindered; The software is publicly available for inspection, validation, and re-use. Above all, SoftwareX aims to inform researchers about software applications, tools and libraries with a (proven) potential to impact the process of scientific discovery in various domains. The journal is multidisciplinary and accepts submissions from within and across subject domains such as those represented within the broad thematic areas below: Mathematical and Physical Sciences; Environmental Sciences; Medical and Biological Sciences; Humanities, Arts and Social Sciences. Originating from these broad thematic areas, the journal also welcomes submissions of software that works in cross cutting thematic areas, such as citizen science, cybersecurity, digital economy, energy, global resource stewardship, health and wellbeing, etcetera. SoftwareX specifically aims to accept submissions representing domain-independent software that may impact more than one research domain.
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