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I think that this paper is exactly what you are looking for.

PKLot – A robust dataset for parking lot classification

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the algorithm classify each parking place at once as occupied or not, and the neural network was trained considering three different situations: sunny, cloudy and rainy days. Please, see the PKLot data set for more detailed information about the parking scenes.