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Maryam Hosseini and her team used aerial images of well-mapped areas of Manhattan to train a computer program to identify sidewalks. When it was tested on images of Brooklyn, it identified sidewalks in the vast majority of cases and even whether sidewalks were concrete or cobblestone. Hosseini believes the program will improve on this already-strong performance as it gets used more.