How can I detect parking lots on an aerial picture?


I would like to know how to detect this type of object (car park see pictures below)
) on arial pictures ? How can I create my train dataset and which model I have to use (maskRCNN, Unet other…) ?

Picture 1
Picture 2

Thank you for your help