Sustainability · 2020 · 19 citations · 54 references
EngineeringMeasurementImage AcquisitionAgricultural EconomicsYield PredictionImage AnalysisCalibrationSustainable AgricultureComputational ImagingPublic HealthImage Acquisition AngleCrop MonitoringImage FormationGeographyColor Parameters VariationCrop YieldCrop Growth ModelingRadiometryComputer VisionDigital PhotogrammetryAgricultural CropsCrop ScienceRemote SensingWheat CropCrop Modelling
Many images of agricultural crops are made at different times of the day, images with different spectral information about the same crop in relation to conditions when the picture was taken. A set of 30 digital images of a wheat crop in the BBCH 3-Stem elongation code 32–33 stage was captured between 9 am and 14 (UTC+3), in the 0°–180° variation range of the image acquisition angle on the E-W axis (cardinal directions). A high variation of the spectral data given by the combination of the hour (h) and angle (a) at which the images were captured was found. The interdependence relationship between the analyzed parameters (r, g, and b), and the time (t) and the angle (a) of image acquisition was assessed with the linear correlation coefficient. By calculating the roots of the mathematical expressions of the correlation coefficients dependence on the angles (a) or times of day (t), the optimal angle and time were determined as a combination of the two variables for capturing images and obtaining optimal ro, go, bo values. The correction coefficients of the normalized r, g, and b values obtained out of the optimal field were determined. To this end, the multiplication of the r(a,t), g(a,t), and b(a,t) values with the ρa,t, γa,t, and βa,t correction coefficients was suggested to reach the optimal values for sustainable decisions.
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A uniform decimal code for growth stages of crops and weeds
Peter Lancashire, H. Bleiholder, T. van den Boom et al. · Annals of Applied Biology · 1991 · 1.9K citations
RESPONSES OF LEAF SPECTRAL REFLECTANCE TO PLANT STRESS
Gregory A. Carter · American Journal of Botany · 1993 · 544 citations