850k Images in 24 hours: Automating Deep Learning Dataset Creation

The why Normally this computer vision adventure would start with the protagonist scouring the internet to find dataset owners. These individuals have already gone through the trouble of amassing a large number of images, looked at each image, applied labels and/or tags for each image. This individual would have packaged things up for their own purposes and probably had the labeling work performed by indentured graduate students. If you are lucky some small percentage of each corpus located relates to the feature/item that you yourself are attempting to amass. Wash, rinse, repeat until you have amassed a corpus large enough to satisfy your personal data lust. I would like to bypass corpus searching, downloading, and triage by automagically making my own labeled data. I want to make a dataset and…


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