Gradients formed from vertical and horizontal Sobel edge detector or normally known as square mapped gradients
(SMG) are implemented in recognition of vehicles from its frontal view under a variety of condition. Principal
Component Analysis (PCA) was also used as feature extraction technique in this system.
Classifier based on nearest neighbor is implemented to classify a realistic dataset of over 1000 frontal vehicle images captured [5].