steren’s avatarsteren’s Twitter Archive—№ 3,880

                  1. Back to our weekend project with AnneMenini: Deep-learning based enhancer for underwater pictures
                    Permalink On twitter.com ↗ steren’s avatar ♻️ 1 Retweets ❤️ 9 Favorites 2018 Nov 22 Mood 0
                1. …in reply to @steren
                  After an afternoon, we arrived at some encouraging results with a convolutional neural network: top picture is the input, middle is result output, bottom is reference. Our problem with this approach is that the result loses its sharpness.
                  oh my god twitter doesn’t include alt text from images in their APIoh my god twitter doesn’t include alt text from images in their API
                  Permalink On twitter.com ↗ steren’s avatar ❤️ 2 Favorites 2018 Nov 22 Mood +2 🙂
              1. …in reply to @steren
                The GeForce GTX 1080 GPU is working hard :)
                oh my god twitter doesn’t include alt text from images in their API
                Permalink On twitter.com ↗ steren’s avatar ❤️ 2 Favorites 2018 Nov 22 Mood -1 🙁
            1. …in reply to @steren
              We wanted to convert our TensorFlow model to a format that can be used in Tensorflow.js for a web demo, but failed because we are using some operations not supported by the JS version: "MirrorPad, DecodeRaw, RandomUniformInt, ParseSingleExample" :(
              Permalink On twitter.com ↗ steren’s avatar ❤️ 1 Favorite 2018 Nov 22 Mood -4 🙁
          1. …in reply to @steren
            New approach: let's try a fully connected neural network and as output just a few image manipulation parameters (contrast, brightness, saturation). Adding more layers seems to help.
            oh my god twitter doesn’t include alt text from images in their API
            Permalink On twitter.com ↗ steren’s avatar ❤️ 3 Favorites 2018 Nov 23 Mood +2 🙂
        1. …in reply to @steren
          More layers seem to do the trick (top is input, middle is output, bottom is reference).
          oh my god twitter doesn’t include alt text from images in their APIoh my god twitter doesn’t include alt text from images in their API
          Permalink On twitter.com ↗ steren’s avatar ❤️ 3 Favorites 2018 Nov 23 Mood +2 🙂
      1. …in reply to @steren
        🎉 And we are now successfully loading and executing our model on a webpage in the browser with TensorFlowJS! (and all done on a Chromebook 💻). Python -> SavedModel -> tensorflowjs_converter -> stored on GCS -> JS Now, lets understand why it's not so great on a real picture.
        oh my god twitter doesn’t include alt text from images in their API
        Permalink On twitter.com ↗ steren’s avatar ♻️ 1 Retweets ❤️ 8 Favorites 2018 Nov 25 Mood +10 🙂
    1. …in reply to @steren
      🐟Back to our "deepwater" project: The previous model was fitting the training dataset too much, AnneMenini generalized it a bit (looking for an arbitrary red saturation value). We are now quite satisfied with the results. (btw, code is at github.com/annemenini/deepwater)
      OpenGraph image for github.com/annemenini/deepwateroh my god twitter doesn’t include alt text from images in their API
      Permalink On twitter.com ↗ steren’s avatar ❤️ 3 Favorites 2019 Jan 21 Mood +2 🙂
  1. …in reply to @steren
    AnneMenini The web app is now on Firebase Hosting, re-deployed automatically when we push to the GitHub repo (with Google Cloud Build triggers). Model is in a public Cloud Storage bucket (for now). Webapp code: github.com/annemenini/deepwater/tree/master/web Will share link when it looks better (UI and results).
    OpenGraph image for github.com/annemenini/deepwater/tree/master/web
    On twitter.com ↗ steren’s avatar ❤️ 2 Favorites 2019 Jan 21 Mood +3 🙂
    1. …in reply to @steren
      AnneMenini Profiling the web app that freezes when displaying the output image of the neural net. 7s spent in getBufferSubData()...
      oh my god twitter doesn’t include alt text from images in their API
      Permalink On twitter.com ↗ steren’s avatar 2019 Jan 21 Mood 0