I am working on a object recognition model that is able to detect whether the person in the picture is wearing any type of headwear or not (hat/cap/helmet/scarf/raincoat etc etc) . I am unable to find any large publicly available datasets of this kind. As of now I am resorting to writing scripts that scrape images from the web of people wearing hats/caps etc using bing image downloader API and Google image downloader API . Please let me know of any publicly available datasets of this kind. Thank you.

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