A generalized Hough transform is used to acquire and track vehicular targets for missile guidance. This is accomplished by recognizing that most vehicles have silhouettes that may be described as a "rounded rectangle". The position and shape of such rounded rectangles is described in terms of 5 parameters (x.sub.c, y.sub.c, a, b, .theta.) where x.sub.c, y.sub.c are the center coordinates, a,b are the major and minor axis and .THETA. is the orientation. The computation of a five dimensional Hough transform on an image including such a target will produce the five parameters that provide the "best fit" rounded rectangle to the target. These parameters are then passed to a missile tracker. This capability can be used to improve track gate handoff from the automatic target recognizer (ATR) to the missile tracker, changing aspect ratios of maneuvering targets, limited lock-on after launch (LOAL), aimpoint designation and fire control system to missile seeker handover.