04759nam 2201333z- 450 991055789580332120210501(CKB)5400000000046322(oapen)https://directory.doabooks.org/handle/20.500.12854/69375(oapen)doab69375(EXLCZ)99540000000004632220202105d2020 |y 0engurmn|---annantxtrdacontentcrdamediacrrdacarrierApplications of Remote Image Capture System in AgricultureBasel, SwitzerlandMDPI - Multidisciplinary Digital Publishing Institute20201 online 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 and technologybicssc3D modelaerial photographyagricultural robotagricultureAgriculture 4.0andosolsapplicationsartificial intelligenceautomatic tomato harvestingbanana plantationberries countingbudding rateCabernet Sauvignoncanopy temperatureclassification performancecoffee leaf rustconvolutional neural networkdecision makingdeep learningdigital agriculturedigital image correlationDilated CNNfailure strainfertirrigationfinite element methodFourth Industrial Revolutionfrequency-domain reflectometrygeometric consistencygrape yield estimategreenhouseHill-Tsai failure criterionICPimage processingland uselarge-scalelow-cost thermographymachine learningmachine learning algorithmsmachine learning regressionmixed pixelsmoisture sensorsn/aNDVInon-transpiration baselinenon-water-stressed baselinesnormalized difference vegetation indexNormalized Difference Vegetation Indexnormalized difference water indexonline operationoptimization algorithmPanama TR4Parrot Sequoiapasture quality indexpoint cloudsprecision agricultureprecision viticulturePrunus avium L.radiometric consistencyrandomizable filtered classifierreference evapotranspirationreflectance mapsremote imagesremote sensingsandstonesegmentationSentinel-2soil moisturespatial visionspectrometrystem water potentialsupplementationSVMsystematic mapping studyteaching-learningthermal indexestotal leaf areaU-NetUAVvegetation indiceswater stresswinter wheat mappingHistory of engineering and technologyMolina Martínez José Migueledt1324221García-Mateos GinésedtMolina Martínez José MiguelothGarcía-Mateos GinésothBOOK9910557895803321Applications of Remote Image Capture System in Agriculture3036065UNINA