Searching by date is a great idea for google-images-download! Duplicates were a problem while scaling to more than 100’s of images. That, and looking out for mislabeled data.
I did get a bit paranoid and spent some time looking into downloading copyright-free images, but not sure how this would scale…
Amazon Mturk is probably overkill, just putting it out there.
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