1. A pedestrian detection system, comprising: a camera module, mounted in a vehicle, and providing a image captured around the vehicle; and a process module, having two feature capturing modules and a classifier, and receiving and analyzing the image so as to determine whether having a pedestrian in the image, and wherein each feature capturing module adopts histogram of oriented gradients and histogram of gradient of granule feature to capture features of the image.