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Artsie - Arty Selfies with Arbitrary Style Transfer

This is a small webapp that lets the user take a selfie and apply styling from different paintings to the photo. It uses a machine learning to do "style transfer" from one image to another (see paper linked below).

At the heart of it is a neural network in Tensorflow.js, with weights trainined on about 80 000 paintings.

artsie process

Installation

npm install

Building App

All dependencies are installed locally, so you need to prefix run gulp via npx

npx gulp

Develop

Start a local server with hot reload.

npx gulp watch_local

Known Issues

  • No pictures produced on iOS devices
    • It seems iOS handles the canvas tag differently somehow. The end result is black frames instead of images.