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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 Jun 24
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      Jason Antic Retweeted Jason Antic

      I keep getting criticisms about not matching ground truth in DeOldify. Yes. I get it. DeOldify didn't memorize every single thing in the world. Good luck making a model doing that. Now carry on while I make cool stuff.https://twitter.com/citnaj/status/1275884364996333570 …

      Jason Antic added,

      Jason Antic @citnaj
      Replying to @sjoerd_visscher
      Yeah not claiming correctness. Getting stuff like this actually 100% correct is a super a long tail goal that I don't see being resolved for many years. What makes me happy is the artistic slant of the model creating the illusions.
      16 replies 5 retweets 190 likes
    2. Yassine Alouini‏ @YassineAlouini Jun 24
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      Replying to @citnaj

      That looks quite impressive to begin with. There will always be someone somewhere complaining that the 99% solution didn't solve the remaining 1% :D One question: do you have any blog post explaining the tech (at some details at least) behind the model?

      1 reply 0 retweets 1 like
      Jason Antic‏ @citnaj Jun 24
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      Replying to @YassineAlouini

      There was this blog from last year: https://www.fast.ai/2019/05/03/decrappify/ … Of course that's quite bit dated now compared to what I'm working on currently. I don't even use a GAN anymore. But that's a good start.

      3:42 PM - 24 Jun 2020
      • 2 Likes
      • Yassine Alouini Yaniv Ben-Ami
      2 replies 0 retweets 2 likes
        1. New conversation
        2. Eklavya‏ @Eklavya_FCB Jun 25
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          Replying to @citnaj @YassineAlouini

          You don't use a GAN anymore?

          1 reply 1 retweet 1 like
        3. Jason Antic‏ @citnaj Jun 25
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          Replying to @Eklavya_FCB @YassineAlouini

          Haven't for a year actually. It's something else that's much more controllable based on the perceptual loss work talked about in FastAI on super resolution. There's quite a bit of modification to it to make it work.

          0 replies 0 retweets 1 like
        4. End of conversation
        1. Yassine Alouini‏ @YassineAlouini Jun 25
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          Replying to @citnaj

          Thanks for the link. Will check it out. Do you do all the work yourself (from research to model deployment) or do you work with a team?

          0 replies 0 retweets 0 likes
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