A vision system of a vehicle includes a camera having a lens and a two dimensional imaging array sensor. The camera is disposed at a side of a body of a vehicle and has a field of view exterior of the vehicle and at least rearward of the vehicle. The camera captures image data. The imaging array sensor has a center region. The lens is configured to focus light at the imaging array sensor, and the lens has a center axis. The lens is disposed at the imaging array sensor with the center axis of the lens laterally offset from the center region of the imaging array sensor. A video display is disposed in the vehicle and is viewable by a driver of the vehicle when the driver is normally operating the vehicle. The video display is operable to display video images derived from image data captured by the camera.