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Namast.ai - DeepLearning-YogaPose-Classifier

OpenPose & Deep Learning based model to classify Yoga Poses

  1. LoadKaggleDataset.py
  • To load dataset from Kaggle
  • Containing 5 classes of yoga poses
  1. PreProcessDataset.py
  • To preprocess data for model training
  • It extracts body keypoints from an image
  • then, connects those to form body parts
  • we obtain skeleton figures
  • then, normalize and center the black skeleton on white canvas
  1. ModelTraining.py
  • To train deep learning model for yoga pose classification of images
  • Uses VGG16, with added custom layers
  • Implements data augmentation

Refer to .pdf for visualizations

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OpenPose & Deep Learning based model to classify Yoga Poses

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