Implementations generally relate to identification of a vehicle for smart patrolling. In some implementations, a method includes detecting a vehicle with a camera. The method further includes capturing a plurality of images of the vehicle. The method further includes determining a plurality of vehicle features from each image of the plurality of images. The method further includes generating a vehicle identification for the vehicle based at least in part on some of the plurality of vehicle features.