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Re:Improving YouTube video thumbnails with deep neural nets by chadzawistowski on Friday October 09, 2015 @10:52PM (#10364277)
Many videos seem to have completely arbitrary thumbnails which are not from the video. Most of the Epic Rap Battles videos, for example.

Perhaps this option 'unlocks' after you reach a certain subscriber count.

Re:Improving YouTube video thumbnails with deep neural nets by JoshTriplett on Friday October 09, 2015 @11:01PM (#10364301)
As mentioned upthread:

> partnered accounts are allowed to upload custom thumbnails (which can be any image, not necessarily even a screenshot from the video).