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citnaj's profile
Jason Antic
Jason Antic
Jason Antic
@citnaj

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Jason Antic

@citnaj

Obsessively pursuing the perfection of image and video colorization/restoration using deep learning. Creator of DeOldify.

Ocean Beach, San Diego
deoldify.ai
Joined January 2010

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    1. Jason Antic‏ @citnaj Jan 23
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      Jason Antic Retweeted Jason Antic

      1/ Colorization of the past is almost necessarily an "art" as there's often no one right answer that can be determined. Sure...there was an actual known truth at some point but you have to ask yourself- is that last 3% worth 30,000% of the research effort?https://twitter.com/citnaj/status/1220503865692344320 …

      Jason Antic added,

      Jason Antic @citnaj
      Replying to @Saigarich
      I'm treating it more as an aesthetic judgement as opposed to an "absolute truth" judgement. Colorization is an unconstrained problem where some colors simply cannot be determined so yes...comparing to decolorized images it'll often look like ass, honestly.
      4 replies 1 retweet 35 likes
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    2. Shubhendu Trivedi‏ @_onionesque Jan 23
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      Replying to @citnaj

      I feel inverse problems have that characteristic. I think that's the reason why a lot of DL practice can be v. artistic. The same is true for math actually, you often have no right path to get to a solution, and you have to keep chiseling it till you get to something "pleasing".

      1 reply 0 retweets 3 likes
    3. Shubhendu Trivedi‏ @_onionesque Jan 23
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      Replying to @_onionesque @citnaj

      Of course colourization has the direct visual aspect to it, which makes that characterization more direct. But I often feel art arises out of optimization (according to some objective function -- visually pleasing, surprise, succinctness) of some ill posed inverse problem. :))

      1 reply 1 retweet 3 likes
      Jason Antic‏ @citnaj Jan 24
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      Replying to @_onionesque

      Really like that take!

      5:43 PM - 24 Jan 2020
      0 replies 0 retweets 0 likes

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