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setnn's Introduction

Image registration and recognition model for the card game Set

The Set card game is awesome! However, sometimes it's tricky to check if a set exits on the board. The goal of this code is to make an image recognition project to do just that: to be able to take a photo of the board and output all possible sets.

Desired components

A brief rundown of what I want to build into this

Tasks

  • Code to take in raw images of single cards and resize/pad
  • Image augmentation to take a small number of photos of Set cards and generate more ad infinitum using imgaug library (which is rad, go use it!)
  • Basic CNN model in TensorFlow (deprecated on its own branch now; I made a dogs breakfast of the git history there too, totes soz intrepid reader)
  • Basically the same CNN model in Pytorch (current version)
  • Basic image registration using countour detection from OpenCV2 (thanks to here for code snippets and ideas)
  • Connect all the bits into a real pipeline which can be run in real time
  • Experiment with reducing the number of branches in the CNN by doing colour extraction based on pixel ratios (might be better, might be worse, not sure)
  • Flask plugin/API
  • Mobile app

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