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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 Aug 27
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      1/ In developing DeOldify, I've had a very helpful, yet seemingly obvious, rule of thumb to help guide figuring out improvements in training: What can be done to close the gap between training and inference? Getting critical about this can yield some seriously low hanging fruit.

      2 replies 4 retweets 62 likes
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    2. Jason Antic‏ @citnaj Aug 27
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      3/ This is also what lead to reshaping all images at inference as squares. Remember that training in batches is done with squares. Close the gap with inference by simulating the stretching done to "squarify" the images!

      1 reply 0 retweets 12 likes
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    3. Avio‏ @aviopene Aug 27
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      Replying to @citnaj

      Are you also deteriorating images on the edges to simulate worn out photos and perform "light restoration"?

      2 replies 0 retweets 1 like
      Jason Antic‏ @citnaj Aug 27
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      Replying to @aviopene

      Colorization has always for DeOldify been targeted strictly to bringing back color and no other component, so I make sure it's trained to be the otherwise same image in and out. This is deliberate to keep the task modular, focused, and predictable.

      9:26 AM - 27 Aug 2020
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