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Keypoints' detection

  • Data preprocessing
    • Extract age from captions
    • Extract age from ratios
    • Manual verification
  • Training
    • Keypoints to heatmap
    • Model training loop
    • Add backbone freezing
    • Explain the choice of each layer
  • Optuna
    • Add more metrics
  • Validation
    • Model validation loop
    • Heatmap to keypoints
    • Add more metrics
  • Model combination
    • Extract bounding boxes
    • Generate crop json
    • Run inference on new data
  • Visualisation
    • Keypoint heatmap
    • Accuracy heatmap
    • Visualise keypoints

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