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Can Commercial Digital Cameras Be Used as Multispectral Sensors? A Crop Monitoring Test

机译:商用数码相机可以用作多光谱传感器吗?作物监测测试

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摘要

The use of consumer digital cameras or webcams to characterize and monitor different features has become prevalent in various domains, especially in environmental applications. Despite some promising results, such digital camera systems generally suffer from signal aberrations due to the on-board image processing systems and thus offer limited quantitative data acquisition capability. The objective of this study was to test a series of radiometric corrections having the potential to reduce radiometric distortions linked to camera optics and environmental conditions, and to quantify the effects of these corrections on our ability to monitor crop variables. In 2007, we conducted a five-month experiment on sugarcane trial plots using original RGB and modified RGB (Red-Edge and NIR) cameras fitted onto a light aircraft. The camera settings were kept unchanged throughout the acquisition period and the images were recorded in JPEG and RAW formats. These images were corrected to eliminate the vignetting effect, and normalized between acquisition dates. Our results suggest that 1) the use of unprocessed image data did not improve the results of image analyses; 2) vignetting had a significant effect, especially for the modified camera, and 3) normalized vegetation indices calculated with vignetting-corrected images were sufficient to correct for scene illumination conditions. These results are discussed in the light of the experimental protocol and recommendations are made for the use of these versatile systems for quantitative remote sensing of terrestrial surfaces.
机译:消费类数码相机或网络摄像头用于表征和监视不同功能已在各个领域中普遍使用,尤其是在环境应用中。尽管有一些令人鼓舞的结果,但是由于车载图像处理系统,这种数字照相机系统通常遭受信号像差的困扰,因此提供了有限的定量数据采集能力。这项研究的目的是测试一系列辐射校正,以减少与相机光学元件和环境条件有关的辐射畸变,并量化这些校正对我们监测作物变量的能力的影响。 2007年,我们使用安装在轻型飞机上的原始RGB和改进的RGB(红边和NIR)相机在甘蔗试验区进行了为期五个月的实验。在整个采集期间,相机设置保持不变,并且图像以JPEG和RAW格式记录。校正这些图像以消除渐晕效果,并在采集日期之间将其标准化。我们的结果表明:1)使用未处理的图像数据并不能改善图像分析的结果; 2)渐晕效果显着,尤其是对于改进的相机,以及3)渐晕校正图像计算出的归一化植被指数足以校正场景照明条件。根据实验方案讨论了这些结果,并提出了使用这些多功能系统对地面进行定量遥感的建议。

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