An apparatus for a vehicle includes: a first collection unit configured to collect a plurality of consecutive forward image frames captured by a camera during forward driving of the vehicle; and a driving route generation unit configured to derive a forward driving trajectory during the forward driving of the vehicle, based on matching of common feature points present in the plurality of consecutive forward image frames, and generate the derived forward driving trajectory as a backward driving prediction route.