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Facial Keypoints Detection

Using CNN model to recognize the facial keypoints over different faces in the image

CNN Structure

The CNN structure has a unique structure that contains five convolution layers with composed Pulling Convolution Layers for compasing features.



Data Preprocessing

  • Normalizing the image to binary image and keypoints in range -1~1
  • Rescaling the images to 224x224
  • Random crop
  • Random rotation about 15 degres

Optimizer & Loss Function

Using Adam optimizer and Smooth L1 Loss as a regression loss function.

Recognize Facial Keypoints Over Image





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Keypoints detection for persons faces over an image

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