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Deep Learning / Computer Vision

iGAIT: Gait Analysis and AI-Based Motion Understanding

AI-based gait analysis using deep learning and signal processing for motion understanding.

2024 Deep Learning / Computer Vision
iGAIT: Gait Analysis and AI-Based Motion Understanding

About This Project

Developed a gait analysis system using OpenPose for 2D keypoint extraction from 106 videos, processed data with NumPy and Pandas to compute kinematic features such as stride length, cadence, and joint angles. Built logistic regression and deep learning models (80K parameters) achieving 72% and 88% accuracy, respectively.

Key Features

  • 2D keypoint extraction with OpenPose
  • Kinematic feature computation
  • Deep learning gait classification
  • Multimodal dataset engineering

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