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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 Mar 12
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      Jason Antic Retweeted Shawn Presser

      Well designed too! This will likely be something we'll be using for DeOldify in the near future. I've mentioned this before but the only way to get a confident idea of which model is better for us is to just have people look at it. This is great for our purposes.https://twitter.com/theshawwn/status/1238095396154380290 …

      Jason Antic added,

      2:20
      Shawn Presser @theshawwn
      Model Battle: let humans decide which of your models is superior Code: https://github.com/sheminusminus/modelbattle … Demo: https://experiments-573d7.firebaseapp.com/exp?n=ffhq_512_run00Gs_vs_run03Gs … - Easily run multiple blind experiments - Votes are tracked in firebase, along with elapsed time (shorter time = clear winner) - Keybinds - It’s fun pic.twitter.com/PKHhNejGZA
      1 reply 0 retweets 11 likes
    2. Maxime Lenormand‏ @MaxLenormand Mar 12
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      Replying to @citnaj

      Interesting question would then be: can you train a model to guess which one a human would prefer? And then reverse engineer what features, colors, parts of the faces, etc. are more likely to be looked at and preferred by humans?

      1 reply 0 retweets 1 like
      Jason Antic‏ @citnaj Mar 12
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      Replying to @MaxLenormand

      That would be nice but I'm not sure where you'd start on that!

      2:01 PM - 12 Mar 2020
      1 reply 0 retweets 0 likes
        1. New conversation
        2. Maxime Lenormand‏ @MaxLenormand Mar 12
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          Replying to @citnaj

          Well, I'm guessing having all of these would give you some sort of "ranking" between different images? A model would have to guess that ranking again, with a few images taken out as validation. Class activations maps could be used to find which part of the image is used when?

          1 reply 0 retweets 0 likes
        3. Jason Antic‏ @citnaj Mar 12
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          Replying to @MaxLenormand

          Yeah I was thinking along those lines. Sounds like easier said than done though.

          1 reply 0 retweets 0 likes
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