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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 2 Jun 2019
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      Jason Antic Retweeted Remy

      I swear there will be a proper pdf with math galore for NoGAN eventually. I do think it has a lot of potential for to make training better so for now we can at least tweet and blog about it!https://twitter.com/remykarem/status/1135183936227749888 …

      Jason Antic added,

      Remy @remykarem
      ❤️ NoGAN - a transfer learning technique in GANs: G - generator D - discriminator 1. Pretrain G using perceptual loss 2. Save generated imgs from pretrained G 3. Pretrain D as binary classifier 4. Train both G & D in a normal GAN setting https://www.fast.ai/2019/05/03/decrappify/ …
      3 replies 1 retweet 18 likes
    2. David Gillespie‏ @CpnTaters 2 Jun 2019
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      Replying to @citnaj

      I will get round to trying it at some point! Is it set up as a jupyter notebook in Deoldify github?

      1 reply 0 retweets 2 likes
    3. Jason Antic‏ @citnaj 2 Jun 2019
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      Replying to @CpnTaters

      NoGAN training is, correct. Just make sure to read the instructions- it's not 100% top down execution.

      1 reply 0 retweets 1 like
    4. Brad Dwyer { 🏗}‏ @braddwyer 2 Jun 2019
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      Replying to @citnaj @CpnTaters

      I ran into a few errors but I’m pretty sure it’s because I was doing something wrong. Where’s the best place to post for discussion/pointers once I inevitably get stuck? Github issue?

      1 reply 0 retweets 0 likes
    5. Jason Antic‏ @citnaj 2 Jun 2019
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      Replying to @braddwyer @CpnTaters

      If it's something you think is useful for others, sure that'd probably be the best place. Otherwise feel free to dm me!

      1 reply 0 retweets 2 likes
    6. Brad Dwyer { 🏗}‏ @braddwyer 2 Jun 2019
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      Replying to @citnaj @CpnTaters

      I’ve been having trouble getting the repeatable GAN process to run the second time. Still working on investigating. But I’ll follow later this week.

      3 replies 0 retweets 0 likes
      Jason Antic‏ @citnaj 2 Jun 2019
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      Replying to @braddwyer @CpnTaters

      I carried over a habit from fastai notebooks which may not necessarily be great for this case which is that you have to run some cells carefully before doing the repeat. Namely- you'll need to make sure data_gen is initialized under 64px again. That part is dumb and I know it.

      4:51 PM - 2 Jun 2019
      1 reply 0 retweets 0 likes
        1. New conversation
        1. Brad Dwyer { 🏗}‏ @braddwyer 2 Jun 2019
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          Replying to @citnaj @CpnTaters

          If I recall correctly it was that when I switched that part from 0 to 1 it wasn’t finding the 0 checkpoint it had tried to save.

          2 replies 0 retweets 1 like
        2. Brad Dwyer { 🏗}‏ @braddwyer 2 Jun 2019
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          Replying to @braddwyer @citnaj @CpnTaters

          I’ll check again to make sure I re-ran the 64px part. I think I had; but it had run out of GPU memory on the very final save images step so I had to restart the notebook.

          0 replies 0 retweets 0 likes
          3. End of conversation

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