04718nam 2201309z- 450 991055789580332120231214133159.0(CKB)5400000000046322(oapen)https://directory.doabooks.org/handle/20.500.12854/69375(EXLCZ)99540000000004632220202105d2020 |y 0engurmn|---annantxtrdacontentcrdamediacrrdacarrierApplications of Remote Image Capture System in AgricultureBasel, SwitzerlandMDPI - Multidisciplinary Digital Publishing Institute20201 electronic resource (310 p.)3-03943-805-0 3-03943-806-9 Remote image capture systems are a key element in efficient and sustainable agriculture nowadays. They are increasingly being used to obtain information of interest from the crops, the soil and the environment. It includes different types of capturing devices: from satellites and drones, to in-field devices; different types of spectral information, from visible RGB images, to multispectral images; different types of applications; and different types of techniques in the areas of image processing, computer vision, pattern recognition and machine learning. This book covers all these aspects, through a series of chapters that describe specific recent applications of these techniques in interesting problems of agricultural engineering.History of engineering & technologybicsscSVMbudding rateUAVgeometric consistencyradiometric consistencypoint cloudsICPreflectance mapsvegetation indicesParrot Sequoiaartificial intelligenceprecision agricultureagricultural robotoptimization algorithmonline operationsegmentationcoffee leaf rustmachine learningdeep learningremote sensingFourth Industrial RevolutionAgriculture 4.0failure strainsandstonedigital image correlationHill-Tsai failure criterionfinite element methodreference evapotranspirationmoisture sensorsmachine learning regressionfrequency-domain reflectometryrandomizable filtered classifierconvolutional neural networkU-Netland usebanana plantationPanama TR4aerial photographyremote imagessystematic mapping studyagricultureapplicationstotal leaf areamixed pixelsCabernet SauvignonNDVINormalized Difference Vegetation Indexprecision viticulture3D modelspatial visionfertirrigationteaching-learningspectrometrySentinel-2pasture quality indexnormalized difference vegetation indexnormalized difference water indexsupplementationdecision makingdigital agriculturegrape yield estimateberries countingDilated CNNmachine learning algorithmsclassification performancewinter wheat mappinglarge-scalewater stressPrunus avium L.stem water potentiallow-cost thermographythermal indexescanopy temperaturenon-water-stressed baselinesnon-transpiration baselinesoil moistureandosolsimage processinggreenhouseautomatic tomato harvestingHistory of engineering & technologyMolina Martínez José Migueledt1324221García-Mateos GinésedtMolina Martínez José MiguelothGarcía-Mateos GinésothBOOK9910557895803321Applications of Remote Image Capture System in Agriculture3036065UNINA