Youtube did something similar for 'interesting thumbnails' last year with deep nets (many uploaders do not specify a good thumbnail preview), and reported that

Youtube did something similar for 'interesting thumbnails' last year with deep nets (many uploaders do not specify a good thumbnail preview), and reported that it gave a nice performance boost.