Radiometric Calibration for Multispectral Camera of Different Imaging Conditions Mounted on a UAV Platform | |
Guo, Yahui1; Senthilnath, J.2; Wu, Wenxiang3; Zhang, Xueqin3; Zeng, Zhaoqi3; Huang, Han4 | |
刊名 | SUSTAINABILITY |
2019-02-02 | |
卷号 | 11期号:4页码:24 |
关键词 | UAV multispectral images radiometric calibration linear regression method universal calibration equation |
ISSN号 | 2071-1050 |
DOI | 10.3390/su11040978 |
通讯作者 | Wu, Wenxiang(wuwenxiang2018@163.com) |
英文摘要 | Unmanned aerial vehicle (UAV) equipped with multispectral cameras for remote sensing (RS) has provided new opportunities for ecological and agricultural related applications for modelling, mapping, and monitoring. However, when the multispectral images are used for the quantitative study, they should be radiometrically calibrated, which accounts for atmospheric and solar conditions by converting the digital number into a unit of scene reflectance that can be directly used in quantitative remote sensing (QRS). Indeed, some of the present applications using multispectral images are processed without precise calibration or with coarse calibration. The radiometric calibration of images from the UAV platform is quite difficult to perform, as the imaging condition is different for every single image. Thus, a standard procedure is necessary for a systematical radiometric calibration method to generate multispectral images with unit reflectance. Further, these images can be used to calculate vegetation indices, which are useful in monitoring vegetation phenology. These vegetation indices are considered as a potential screening tool to know the plant status, such as nitrogen, chlorophyll content, green leaf biomass, etc. This study focuses on a series of radiometric calibrations for multispectral images acquired from different flight altitudes, time instants, and weather conditions. Radiometric calibration for multispectral images is performed using the linear regression method (LRM). The main contribution involves (1) affirming the optimal calibration targets and assessing the atmospheric effects of different flights using the single scene of images; (2) to evaluate the effects of mosaic images with the LRM; (3) to propose and validate a universal calibration equation for the Mini Multiple Camera Array (MCA) 6 camera. The obtained results show that the three calibration targets, such as the dark, moderate, and white, are better for the Mini MCA 6 camera. The atmospheric effects increase with the increase of flight altitudes for each band, and the camera effect is of a fixed number. However, the camera effect and atmospheric attenuation to reflectance from different altitudes were relatively low considering the accuracy assessment. The performance measures namely, mean absolute deviation (indicated as V) and root mean square error (RMSE) between single and mosaic images show that the mosaic will not influence too much reflectance. The LRM performs well in all weather conditions. The universal calibration equation is suitable to apply to the images acquired during a sunny day and even with a little cloud. |
资助项目 | Strategic Priority Research Program of the Chinese Academy of Sciences[XDA19040304] ; National Key Research and Development Program of China[2016YFA0602402] |
WOS关键词 | UNMANNED AERIAL VEHICLE ; GROSS PRIMARY PRODUCTION ; ATMOSPHERIC CORRECTION ; SATELLITE IMAGERY ; VEGETATION ; RANGELAND ; ACCURACY ; LAI |
WOS研究方向 | Science & Technology - Other Topics ; Environmental Sciences & Ecology |
语种 | 英语 |
出版者 | MDPI |
WOS记录号 | WOS:000460819100038 |
资助机构 | Strategic Priority Research Program of the Chinese Academy of Sciences ; National Key Research and Development Program of China |
内容类型 | 期刊论文 |
源URL | [http://ir.igsnrr.ac.cn/handle/311030/48581] |
专题 | 中国科学院地理科学与资源研究所 |
通讯作者 | Wu, Wenxiang |
作者单位 | 1.Capital Normal Univ, Coll Geospatial Informat Sci & Technol, Beijing 100048, Peoples R China 2.ASTAR, Inst Infocomm Res, Singapore 138632, Singapore 3.Chinese Acad Sci, Inst Geog Sci & Nat Resources Res, Beijing 100101, Peoples R China 4.China Univ Geosci, Sch Land Sci & Technol, Beijing 100083, Peoples R China |
推荐引用方式 GB/T 7714 | Guo, Yahui,Senthilnath, J.,Wu, Wenxiang,et al. Radiometric Calibration for Multispectral Camera of Different Imaging Conditions Mounted on a UAV Platform[J]. SUSTAINABILITY,2019,11(4):24. |
APA | Guo, Yahui,Senthilnath, J.,Wu, Wenxiang,Zhang, Xueqin,Zeng, Zhaoqi,&Huang, Han.(2019).Radiometric Calibration for Multispectral Camera of Different Imaging Conditions Mounted on a UAV Platform.SUSTAINABILITY,11(4),24. |
MLA | Guo, Yahui,et al."Radiometric Calibration for Multispectral Camera of Different Imaging Conditions Mounted on a UAV Platform".SUSTAINABILITY 11.4(2019):24. |
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