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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 26 Oct 2019
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      Thanks to @matthen2, I got to test out my new candidate DeOldify model on a use case that I think will be quite appealing for many people: wedding photos! Thanks Matt!pic.twitter.com/OEscz5XhiW

      6 replies 5 retweets 79 likes
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    2. Matt Henderson‏ @matthen2 26 Oct 2019
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      Replying to @citnaj

      the difference between the current public model and @citnaj's new candidate model-pic.twitter.com/UzlVfvhhM5

      4 replies 3 retweets 28 likes
    3. stevemur‏ @stevemur 26 Oct 2019
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      Replying to @matthen2 @citnaj

      Amazing work @citnaj. Simpleton Question: I was wondering — would it make sense to have a domain-classifier at the head end of the process to decide which model to use? Eg “Oh this looks like a portrait, a wedding portrait, so let me use the wedding portrait trained colorizer.”

      2 replies 0 retweets 2 likes
    4. Jason Antic‏ @citnaj 26 Oct 2019
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      Replying to @stevemur @matthen2

      Think about the alternative- how many models would you wind up having to satisfy all scenarios if you had multiple models?

      1 reply 0 retweets 0 likes
    5. stevemur‏ @stevemur 26 Oct 2019
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      Replying to @citnaj @matthen2

      No question, many, many. I suppose this happens as well in, say, NLP where inbound language could be any language.

      1 reply 0 retweets 2 likes
      Jason Antic‏ @citnaj 26 Oct 2019
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      Replying to @stevemur @matthen2

      Yes that’s actually a great example where training in many languages benefits performance in all said languages in a mutually beneficial way. More correct generalizations can be modeled, I gather.

      10:13 PM - 26 Oct 2019
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        2. stevemur‏ @stevemur 26 Oct 2019
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          Replying to @citnaj @matthen2

          I think it’s also true in humans that learning multiple languages makes learning the incremental language easier. But whether or not it makes -accents- easier or harder to pronounce, I’m not sure. In other words general rules can be picked up, but maybe nuance comes w/specialz’n

          1 reply 0 retweets 0 likes
        3. stevemur‏ @stevemur 26 Oct 2019
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          Replying to @stevemur @citnaj @matthen2

          I would think a pure wedding photo model that’s learned only from wedding portraits would outperform a general photo learner, but again I’m in preschool on this compared to your work. Totally spitballing, and believe you when you say it’s not actually true in practice.

          0 replies 0 retweets 2 likes
        4. End of conversation

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