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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. Raffaele Abate‏ @kairosdojo Jun 15
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      Replying to @citnaj

      Keyword here being "controllable", I suppose - this is valid in other DL fields too: generative approaches (in CV, in NLP, etc) are very cool on paper / for academia, but frankly unmanageable when verticalized into industries.

      1 reply 1 retweet 23 likes
    3. Jason Antic‏ @citnaj Jun 15
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      Replying to @kairosdojo

      I can only imagine! To elaborate on "controllable"- We -just- now got to the point where quality is consistent across rendering with a wide range of resolutions. One of many aspects that matter for production.. That aspect is so hard in practice to engineer for.

      1 reply 1 retweet 24 likes
    4. Michaël Defferrard‏ @m_deff Jun 16
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      Replying to @citnaj @kairosdojo

      Care to elaborate about the difficulties of wide resolution range? More of an engineering or fundamental problem?

      3 replies 0 retweets 0 likes
    5. Avio‏ @aviopene Jun 16
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      Replying to @m_deff @citnaj @kairosdojo

      I thought that aspect was solved with progressive resizing. At least going down with resolution... going up you need a huge amount of VRAM for your U-Net, a huge amount of VRAM for your perceptual loss ResNet (-34? -50?) >

      2 replies 0 retweets 0 likes
      Jason Antic‏ @citnaj Jun 16
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      Replying to @aviopene @m_deff @kairosdojo

      Partially solved but not completely :)

      12:53 PM - 16 Jun 2020
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      0 replies 0 retweets 1 like

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