HOG Implementation for object detection

  • Location: New York University
  • Project start date: Sep 2021
  • Project end date: December 2021
  • Group/Individual: Individual
  • Github: https://github.com/harshithard/ComputerVision

Description

Engineered the integration of Prewitt's operator to derive edge orientations and magnitudes from grayscale images, boosting the efficacy of feature extraction processes for advanced image analysis. Constructed a comprehensive Histogram of Oriented Gradients (HOG) feature extraction module, and seamlessly incorporated it into an image classification pipeline, markedly enhancing the precision of human detection algorithms in various imaging contexts.