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Predicting scores from video

🚧 Currently undergoing revisions 🚧

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Pose Estimation Open In Colab
Feature Computation Open In Colab
Risk Prediciton Binder

Pose estimation code adapted from: Open MMLab: MMPose
Feature computation code adapted from: Chambers et al 2020
Score prediction code adapted from: auto-sklearn

Pipeline for predicting any score (e.g., clinical scores, sports performance scores) or other relevant variable from videos of moving humans of any age. Repository comprises:

  1. Pose estimation
  2. General timeseries pre-processing
  3. General kinematic feature computation
  4. Implementation of AutoSklearn

Reference: DOI

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Code for predicting GMA scores from video

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