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Detecting and Analyzing Solar Panels in Switzerland using Aerial Imagery

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Detecting and Analyzing Solar Panels in Switzerland using Aerial Imagery
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CC Attribution - NonCommercial - ShareAlike 3.0 Unported:
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A novel method for detecting solar panels and its geometry on aerial imagery is presented. Deep Learning with PyTorch is being used for segmentation. The goal is to know the exact locations, dimensions and potential of every solar installation in Switzerland. It is shown how we labelled the data and how we found a solution to distinguish different solar panel types.
Machine learningMathematical analysisMedical imagingWave packetOcean currentTouchscreenCapability Maturity ModelBitShared memoryPerfect groupFaculty (division)Formal languageMetropolitan area networkMereologyZoom lensGeomaticsProjective planeElectronic data processingBilderkennungMeeting/Interview
FingerprintGeomaticsInformationMathematicsStatisticsFood energyOffice suiteSystem programmingBuildingoutputPixelVector spaceVector potentialWärmestrahlungData typeTotal S.A.Internationalization and localizationObject (grammar)Task (computing)Instance (computer science)System identificationWave packetMereologyLatent heatFood energyType theoryImage resolutionReal-time operating systemProjective planeCASE <Informatik>Complex (psychology)Universe (mathematics)Cartesian coordinate systemLink (knot theory)Medical imagingSpeciesObject (grammar)GeometryWeb browserOffice suiteUniform resource locatorLaptopMathematical analysisPhysical system1 (number)Complete metric spaceGoogolRun time (program lifecycle phase)PlanningTesselationError messageRight angleComputer-assisted translationGeomaticsPixelVector spaceIdentifiabilityVirtual machineMusical ensembleBitShape (magazine)Vector potentialSet (mathematics)Level (video gaming)BuildingWärmestrahlungStudent's t-testTerm (mathematics)Translation (relic)EstimatorSquare numberCodeAreaGoogle MapsReal numberLecture/ConferenceMeeting/InterviewComputer animation
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Graphics processing unitMultiplicationEndliche ModelltheorieParallel computingInstance (computer science)Error messageComputer-generated imageryInsertion lossGraph (mathematics)Metric systemSocial classStatisticsMachine learningAuditory maskingSet (mathematics)Group actionLaptopEndliche ModelltheorieNeuroinformatikInsertion lossMedical imagingDifferent (Kate Ryan album)Social classResultantWave packetError messageSingle-precision floating-point formatMultiplication signLinearization2 (number)Right anglePolygonProgramming paradigmGraph (mathematics)Radical (chemistry)Physical systemComputer configurationWärmestrahlungObject (grammar)Category of beingWeb browserParallel port
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Heat transferType theoryWave packetDifferent (Kate Ryan album)Multiplication signComputer hardwareShape (magazine)Auditory maskingParallel port1 (number)Set (mathematics)MultiplicationPoint (geometry)State of matterSoftwareDistribution (mathematics)Local ringSatelliteMoment (mathematics)Mathematical analysisMedical imagingConsistencyProjective planeMereologyVirtual machineUniform resource locatoroutputGoodness of fitPixelMetreEndliche ModelltheorieCoefficient of determinationDampingInformationMeeting/Interview
Transcript: Englisch(auto-generated)