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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 23
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      Thanks! Correction- 1st, 2nd and 3rd place :) MyHeritage is driven by the latest and greatest version DeOldify. https://twitter.com/FunMachineLearn/status/1297549164423913472 …pic.twitter.com/0ACmGe5ARV

      7 replies 6 retweets 115 likes
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    2. Jason Antic‏ @citnaj Aug 23
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      I went down a rabbit hole of trying a few more old photos from Pike Place Market in Seattle, with the latest experimental model. Images source: https://www.seattlemag.com/article/throwback-thursday-pike-place-market-then-and-now …pic.twitter.com/2iMycAFya8

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      Jason Antic‏ @citnaj Aug 23
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      One of the big focuses these days, especially with MyHeritage as a customer, is figuring out how to make the model more robust with -real world- old photos. That's an interesting puzzle, as it requires creative problem solving in effectively "simulating" old photo issues.

      6:04 PM - 23 Aug 2020
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      • Herbert Danzinger Sarim Zafar Avio helena sarin Jason Antic
      3 replies 1 retweet 4 likes
        1. Jason Antic‏ @citnaj Aug 23
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          The trick is to figure out what's important and what's not in dealing with old photos to arrive at that "95% percent solution" that takes "5% of the effort".

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        2. Marcin‏ @Skilenstein Aug 24
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          Replying to @citnaj

          Yes! I have a bunch of photos but many were taken with poor lighting etc. Any idea if datasets exist of well preserved photos and aged? One idea is: buy very old issues of time magazine and use the digital scans as the target.

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        3. Jason Antic‏ @citnaj Aug 24
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          Replying to @Skilenstein

          We have a lot of our own genuine aged photos (over a million) but not corresponding well preserved counterparts. Not a bad idea that you're suggesting there- quite creative!

          1 reply 0 retweets 0 likes
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        1. Sarim Zafar‏ @1Sarim Aug 24
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          Replying to @citnaj

          I probably have suggested this before but this might be an interesting look into: https://arxiv.org/pdf/1612.07828.pdf …

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