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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 15
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      Here's something a lot of people still don't know: The latest DeOldify doesn't use GANs anymore. And I'm not being cute with terminology- NoGAN isn't used either. We needed something more production worthy and controllable and it just wasn't cutting it. 1/

      9 replies 64 retweets 370 likes
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    2. Jason Antic‏ @citnaj Jun 15
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      It's been a year since we last used GANs. You may have been lead to believe that GANs are -the- way to get realistic results but believe me, there's actually better ways IMHO. I can't tell you exactly what we're doing now but I can tell you this: 2/

      4 replies 2 retweets 72 likes
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    3. Jason Antic‏ @citnaj Jun 15
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      It was a good thing I got past my ego (after some time) and listened to @jeremyphoward and @fastdotai when they said they that they are getting "better than GAN" results using perceptual loss in super resolution :) 3/

      9 replies 11 retweets 174 likes
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    4. Jason Antic‏ @citnaj Jun 15
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      I'm trying to straddle the line between maintaining a competitive advantage and giving back to the community that served us so much. It's tough to make the call sometimes. 4/

      4 replies 3 retweets 100 likes
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    5. Phillip Isola‏ @phillip_isola Jun 16
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      Replying to @citnaj

      Very interesting, thanks for sharing. One funny thing is pix2pix is sometimes cited as "GANs are great for colorization", but in the paper we actually found it worked worse than non-GAN methods! I'm not sure people noticed (which maybe helped us). I still love GANs though :)

      1 reply 1 retweet 6 likes
      Jason Antic‏ @citnaj Jun 16
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      Replying to @phillip_isola

      Oh that's funny! I didn't realize that either actually...

      6:14 PM - 16 Jun 2020
      1 reply 0 retweets 0 likes
        1. Phillip Isola‏ @phillip_isola Jun 16
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          Replying to @citnaj

          Yeah... probably we could have highlighted it better, but here it is tucked away in Table 5:pic.twitter.com/QH7fGfAjU2

          0 replies 0 retweets 2 likes
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