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PoC for face keypoint detection using Kaggle dataset for training a small CNN. Can be executed on client side using the web application.

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monz/face-keypoint-detection

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Face Keypoint Detection

Code in this repository was used for teaching purposes.

What did We Learn

  • load given data examples
  • how to augment data to leverage small dataset and enhance accuracy
  • how to find an adequat network architecture (neural architecture search)
  • define the network architecture using a state-of-the-art neural network framework (Tensorflow)
  • get familiar with Google Colab and free to use compute power, also using hardware acceleration on GPU and TPU
  • save and load trained model for later use
  • integrate trained model into a simple python application
  • integrate trained model into a web application
  • deployment of the web application to a web server

See Running Example

For best performance use Google Chrome web browser!

Note: Also runs on smartphones, performance may be not as good as on a computer.

https://face.movadev.de

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PoC for face keypoint detection using Kaggle dataset for training a small CNN. Can be executed on client side using the web application.

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