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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. Scott H. Hawley‏ @drscotthawley 29 May 2019
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      Pleased to announce my first ML-audio paper, now on arXiv: "SignalTrain: Profiling Audio Compressors with Deep Neural Networks" https://arxiv.org/abs/1905.11928  Interactive demo & audio clips: http://www.signaltrain.ml pic.twitter.com/CteA37DONw

      2 replies 9 retweets 18 likes
    2.  😷 FaRo Stöter‏ @faroit 1 Jun 2019
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      Replying to @drscotthawley

      Great work! Have you considered looking into tape saturation? I always wanted to have something that could realistically simulate the grittiness of tape….

      1 reply 0 retweets 2 likes
    3. Scott H. Hawley‏ @drscotthawley 1 Jun 2019
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      Replying to @faroit

      Thank you very much! Had not considered that. Actually was thinking of going "the other way" -- had a couple students trying to port @citnaj's DeOldify over to audio, in prep for a colleague's (manual) audio restoration grant -- but adding tape effects? Why not?! :-)

      1 reply 1 retweet 8 likes
      Jason Antic‏ @citnaj 1 Jun 2019
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      Replying to @drscotthawley @faroit

      Wow that’s an awesome idea! Definitely curious to see how that goes. I’ve been thinking NoGAN training in particular should be useful for more than just images.

      9:29 AM - 1 Jun 2019
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        1. New conversation
        2. Scott H. Hawley‏ @drscotthawley 4 Jun 2019
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          Replying to @citnaj @faroit

          Follow-up: Looks like StatisticDean had the same idea as my students: i.e., start with the @fastdotai image-restoration example but for (mono) audio spectrograms (to 3 'colors': real, imag, mag): https://github.com/StatisticDean/Crystal_Clear … But so far no NoGAN (AFAIK), etc, just VGG & feature norm

          1 reply 0 retweets 1 like
        3. Jason Antic‏ @citnaj 4 Jun 2019
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          Replying to @drscotthawley @faroit @fastdotai

          Cool. Honestly I’d start there and see how far it goes. NoGAN is easy to add later.

          0 replies 0 retweets 1 like
        4. End of conversation

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