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CommaAI

Comma AI Speed Test Challenge

Goal : Predict the speed of teh car from the video

Process

  1. Pass all the arguments and initialize the parameters
  2. Create dictionary for Lucas Kanade Optical flow calculations: Tracking and Extracting features initiazlized. Load training speed per frame values from text file.
  3. Construct a mask on the frame, to focus on road for speed calculations.
  4. Convert Color Frame -> Gray -> Gaussian BLur removing noise
  5. Calculate optical Flow for every frame by using Shi-Tomasi Corner detection
  6. Create a window of visualization of good features.
  7. Split the data into training and validation and calculate moving average for both datasets.
  8. Fir a linear regression model and calculate Mean Square error, hf factor.
  9. Finally from the hf factor generated we predict speef for the test video and save it in a text file.

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Comma AI Speed Test Challenge

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