Vehicle Detection Using Partial Least Squares

  title={Vehicle Detection Using Partial Least Squares},
  author={Aniruddha Kembhavi and David Harwood and Larry S. Davis},
  journal={IEEE Transactions on Pattern Analysis and Machine Intelligence},
Detecting vehicles in aerial images has a wide range of applications, from urban planning to visual surveillance. We describe a vehicle detector that improves upon previous approaches by incorporating a very large and rich set of image descriptors. A new feature set called Color Probability Maps is used to capture the color statistics of vehicles and their surroundings, along with the Histograms of Oriented Gradients feature and a simple yet powerful image descriptor that captures the… CONTINUE READING
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