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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 26 Nov 2018
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      Evelyn Nesbit in 1903. Colorized by DeOldify (https://github.com/jantic/DeOldify/blob/master/README.md …). Original image source: https://en.wikipedia.org/wiki/Evelyn_Nesbit …pic.twitter.com/QtgEp6FG9o

      2 replies 3 retweets 19 likes
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    2. Lama‏ @LamaAlRajih 26 Nov 2018
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      Replying to @citnaj

      the algorithm favors blue and red a lot. do you know why?

      1 reply 0 retweets 1 like
    3. Jason Antic‏ @citnaj 26 Nov 2018
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      Replying to @LamaAlRajih

      Yes that's a good observation! I'm not -quite- sure yet what's causing it but I've seen progress on making colors more diverse when I make the model bigger (more parameters). It almost seems like some sort of "mode collapse" though (common problem in GANS).

      1 reply 0 retweets 1 like
    4. Jason Antic‏ @citnaj 26 Nov 2018
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      Replying to @citnaj @LamaAlRajih

      Mode collapse in random image generation (usual GAN use case) would be where the same few images (with minor variations) are produces over an over again, rather than presenting a more diverse range. But this colorization with GANs stuff is new territory as far as I know

      1 reply 0 retweets 1 like
    5. Jason Antic‏ @citnaj 26 Nov 2018
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      Replying to @citnaj @LamaAlRajih

      So therefore this is all one big research project for me and it's a bit like feeling in the dark right now.

      1 reply 0 retweets 1 like
    6. Lama‏ @LamaAlRajih 26 Nov 2018
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      Replying to @citnaj

      Lama Retweeted Lama

      this is one of my favorite GAN projects right now (other would be fashion and landscape work by @DrBeef_). I'd like to recommend this photo, if it's not too much trouble! (one of my favorites of all time)https://twitter.com/LamaAlRajih/status/1061694633581993984?s=19 …

      Lama added,

      Chinese man with chopsticks and a bowl of rice smiles at the camera. Taken in 1904.
      Lama @LamaAlRajih
      You rarely find old photographs where the subjects are smiling. This photo, taken in 1904, depicts a Chinese man eating a cup of rice, dubbed "the happiest man in China" (officially titled "Eating rice, China" and originally captioned "Chinaman eating rice"). pic.twitter.com/o6IaFhqZgn
      Show this thread
      1 reply 0 retweets 2 likes
    7. Jason Antic‏ @citnaj 26 Nov 2018
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      Replying to @LamaAlRajih @drbeef_

      Oh I love that photo! Let me see...shouldn't take too long....

      1 reply 0 retweets 0 likes
      Jason Antic‏ @citnaj 26 Nov 2018
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      Replying to @citnaj @LamaAlRajih @drbeef_

      I tried getting rid of the zombie hand but it just isn't happening yet. I think this will look better soon (latest model is still early in training, and this came from that). I'll keep an eye on this one and post it on my feed when it's ready!pic.twitter.com/Ym1y5o37NQ

      11:41 AM - 26 Nov 2018
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        1. Lama‏ @LamaAlRajih 26 Nov 2018
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          Replying to @citnaj @drbeef_

          thank you! :)

          0 replies 0 retweets 1 like
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