def cluster(targetLocationPath, probabilityPath, iterationCountPerBurst, maximumGeoDiameter, minimumGeoDiameter):
# Initialize
probabilityInformation = probability_store.Information(probabilityPath)
imagePath = probabilityInformation.getImagePath()
imageInformation = image_store.Information(imagePath)
multispectralImage = imageInformation.getMultispectralImage()
multispectralGeoTransform = multispectralImage.getGeoTransform()
spatialReference = multispectralImage.getSpatialReference()
# Convert maximumGeoDiameter into maximumPixelDiameter
maximumPixelDiameter = max(
image_store.convertGeoDimensionsToPixelDimensions(
maximumGeoDiameter, maximumGeoDiameter, multispectralGeoTransform
)
)
# Convert minimumGeoDiameter into minimumPixelDiameter
minimumPixelDiameter = max(
image_store.convertGeoDimensionsToPixelDimensions(
minimumGeoDiameter, minimumGeoDiameter, multispectralGeoTransform
)
)
# Load pixelDimensions
windowGeoLength = probabilityInformation.getWindowLengthInMeters()
pixelWidth, pixelHeight = image_store.convertGeoDimensionsToPixelDimensions(
windowGeoLength, windowGeoLength, multispectralGeoTransform
)
# Cluster
probabilityPacks = probability_store.load(probabilityPath)
vectors = [(x, y, probability) for x, y, label, probability in probabilityPacks if label == 1]
windowLocations = grapeCluster(vectors, iterationCountPerBurst, maximumPixelDiameter, minimumPixelDiameter)
windowCenters = [(xy[0] + pixelWidth / 2, xy[1] + pixelHeight / 2) for xy in windowLocations]
geoCenters = image_store.convertPixelLocationsToGeoLocations(windowCenters, multispectralGeoTransform)
# Save
point_store.save(targetLocationPath, geoCenters, spatialReference)
def evaluateWindows(probabilityPath, actualLocationPath, multispectralImagePath, windowGeoLength):
# Initialize
print 'Evaluating windows...'
multispectralImage = image_store.load(multispectralImagePath)
# Load
probabilityPacks = probability_store.load(probabilityPath)
windowLocations = [(x[0], x[1]) for x in probabilityPacks]
windowPixelWidth, windowPixelHeight = multispectralImage.convertGeoDimensionsToPixelDimensions(windowGeoLength, windowGeoLength)
windowCount = len(windowLocations)
# Load predicted
predictedWindowLocations = set((x[0], x[1]) for x in probabilityPacks if x[2] == 1)
# Load actual
actualGeoLocations = point_store.load(actualLocationPath)[0]
actualPixelLocations = multispectralImage.convertGeoLocationsToPixelLocations(actualGeoLocations)
actualPixelPointMachine = point_process.PointMachine(actualPixelLocations, 'INTEGER', windowPixelWidth, windowPixelHeight)
actualWindowLocations = set(filter(lambda x: actualPixelPointMachine.getPointsInsideWindow(x), windowLocations))
# Get
predictedNotActualWindowLocations = predictedWindowLocations - actualWindowLocations
actualNotPredictedWindowLocations = actualWindowLocations - predictedWindowLocations
wrongWindowLocations = predictedNotActualWindowLocations.union(actualNotPredictedWindowLocations)
wrongPixelCenters = [image_store.getWindowCenter(x, windowPixelWidth, windowPixelHeight) for x in wrongWindowLocations]
# Compute
actualTrue_predictedFalse = len(actualNotPredictedWindowLocations)
actualFalse_predictedTrue = len(predictedNotActualWindowLocations)
actualTrue = len(actualWindowLocations)
actualFalse = windowCount - actualTrue
predictedTrue = len(predictedWindowLocations)
predictedFalse = windowCount - predictedTrue
percentError, falsePositiveError, falseNegativeError = computePercentages(actualTrue_predictedFalse, actualFalse_predictedTrue, actualTrue, actualFalse)
# Save
windowPerformance = {
'percent error': percentError,
'false positive error': falsePositiveError,
'false negative error': falseNegativeError,
'actual true': actualTrue,
'actual false': actualFalse,
'predicted true': predictedTrue,
'predicted false': predictedFalse,
'actual true predicted true': actualTrue - actualTrue_predictedFalse,
'actual true predicted false': actualTrue_predictedFalse,
'actual false predicted true': actualFalse_predictedTrue,
'actual false predicted false': actualFalse - actualFalse_predictedTrue,
'window count': windowCount,
}
return windowPerformance, wrongPixelCenters, actualPixelPointMachine