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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 Feb 5
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      I just randomly did this image from r/TheWayWeWere on Reddit. I love that the model decided to make their shoes super ugly yellow crocs, basically.pic.twitter.com/BB735dijcC

      26 replies 13 retweets 275 likes
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    2. Zaid زيد‏ @zaidalyafeai Feb 5
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      Replying to @citnaj

      Maybe it confuses the shape of the crocs with bananas :)

      2 replies 0 retweets 4 likes
    3. Jason Antic‏ @citnaj Feb 5
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      Replying to @zaidalyafeai

      Quite possible...interesting context to place them though lol

      1 reply 0 retweets 2 likes
    4. Panabee‏ @panabee Feb 5
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      Replying to @citnaj @zaidalyafeai

      what do you think caused the yellow color? is this a function of training data overly biased toward yellow shoes (or shoe-shaped objects) and thus fixable by finding more generalized data?

      1 reply 0 retweets 0 likes
    5. Jason Antic‏ @citnaj Feb 5
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      Replying to @panabee @zaidalyafeai

      I think it's actually picking up on subtle cues based on material and shading, independent of what the item actually is. I've seen this play out with a lot of different things that the model would otherwise not be able to determine such colors.

      1 reply 0 retweets 0 likes
    6. Panabee‏ @panabee Feb 5
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      Replying to @citnaj @zaidalyafeai

      interesting. i guess the next q is how do these things get corrected? feed more data? tweak model parameters? or unsolvable? this also assumes the model was wrong, which others seem to suggest may not be true.

      1 reply 0 retweets 0 likes
      Jason Antic‏ @citnaj Feb 5
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      Replying to @panabee @zaidalyafeai

      All the above LOL

      3:24 PM - 5 Feb 2020
      1 reply 0 retweets 0 likes
        1. New conversation
        1. Panabee‏ @panabee Feb 5
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          Replying to @citnaj @zaidalyafeai

          ok thanks. sorry if these seem like dumb qs, just trying to figure out how to build upon the greatness that is deoldify. :)

          1 reply 0 retweets 0 likes
        2. Jason Antic‏ @citnaj Feb 5
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          Replying to @panabee @zaidalyafeai

          Not dumb! It's hard. Believe me. I've been working on this for quite a while. It's soooooo friggin hard.

          0 replies 0 retweets 0 likes
          3. End of conversation

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