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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 May 22
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      Still vastly underused in image to image to this day and I don't understand why: Unets and self-attention. I keep seeing papers come out that have obvious problems that could be solved using these two simple things!

      4 replies 3 retweets 65 likes
    2. Akshaj Verma‏ @theairbend3r May 22
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      Replying to @citnaj

      Hey @citnaj, I recently had a go at implementing self-attention for images. I'm not sure if my implementation is correct. Would you mind taking a look? Github repo => https://github.com/theairbend3r/how-to-train-your-neural-net/blob/master/pytorch/basics/attention_in_computervision.ipynb …

      1 reply 0 retweets 1 like
    3. Jason Antic‏ @citnaj May 22
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      Replying to @theairbend3r

      Sure will take a look tomorrow- quite late here now and I'm being super bad. But did it work for you?

      1 reply 0 retweets 2 likes
    4. Akshaj Verma‏ @theairbend3r May 22
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      Replying to @citnaj

      Sure, thing! :) I'm not sure. I tried CNN+Self Attention for image classification as a trial. The code runs but MNIST was a wrong choice (hehe). I'll soon try it on a tougher dataset. I'm also trying to use GradCam to visualize the act-maps. repo => https://github.com/theairbend3r/how-to-train-your-neural-net/blob/master/pytorch/computer_vision/attention/self_attention.ipynb …

      4 replies 0 retweets 1 like
    5. Akshaj Verma‏ @theairbend3r May 22
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      Replying to @theairbend3r @citnaj

      Thanks for the feedback @citnaj. Appreciate it! :) Do you know of any other interesting attention mechanisms that are used on images (trainable by backprop)?

      1 reply 0 retweets 0 likes
      Jason Antic‏ @citnaj May 22
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      Resnest just came out: https://arxiv.org/abs/2004.08955 

      9:36 PM - 22 May 2020
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        1. Akshaj Verma‏ @theairbend3r May 22
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          Replying to @citnaj

          Thanks, I'll check it out!

          0 replies 0 retweets 1 like
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