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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. Alexia Jolicoeur-Martineau‏ @jm_alexia Jun 17
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      Alexia Jolicoeur-Martineau Retweeted Jason Antic

      In case you are wondering about this, you don't need GANs because there is a ground truth. You are just converting noisy images into denoised images. There is literature on "image restoration" showing hybrid L1/perceptual loss do best (http://arxiv.org/pdf/1511.08861 ).https://twitter.com/citnaj/status/1272759311639310336 …

      Alexia Jolicoeur-Martineau added,

      Jason Antic @citnaj
      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/
      Show this thread
      2 replies 9 retweets 98 likes
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      Jason Antic‏ @citnaj Jun 17
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      Replying to @jm_alexia

      That's exactly it. I found they were learning the same exact things, except GANs were a pain in the butt. So it just made sense to ditch the GAN.

      11:44 AM - 17 Jun 2020
      • 11 Likes
      • Coste #Masks4All Darius-Petrișor Dileep George Carson Kahn 🛠 Arigion Dmytro Mishkin Alexia Jolicoeur-Martineau SOAI.world Arseny Khakhalin
      1 reply 0 retweets 11 likes
        1. SOAI.world‏ @soaiworld Jun 17
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          Replying to @citnaj @jm_alexia

          It would be great if such general insights were listed somewhere in a curated fashion. I'm left to assume many AI practitioners are regularly reinventing the wheel. The pace of change is so fast its a challenge to keep up and not use out dated tech from last year, if it seems ok.

          0 replies 0 retweets 3 likes
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