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lane-detection's Introduction

Finding Lane Lines on the Road

In this project, I built a computer vision pipeline for detecting lane lines and creating averaged and extrapolated boundary lines. The pipeline is as follows:

  1. Convert frame to grayscale
  2. Create masks for yellow and white pixels
  3. Apply a Gaussian smoothing
  4. Apply a Canny edge detection
  5. Create an additional mask to focus on the "region of interest" in front of the vehicle
  6. Convert the points(i.e. pixels) in XY space to a line in Hough space
  7. Where the lines in Hough space intersect (i.e. a point) a line exists in XY space
  8. Using the extrema of the lines generated, create two averaged lines
  9. Create two averaged lines across frames for a smooth video playback
  10. Draw the lines to each frame

Combined Image

Raw lines after conversion from Hough space

Combined Image

Averaged lines for smooth playback

lane-detection's People

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