1. An image processing apparatus, comprising: a memory configured to receive and store a video image frame, the video image frame comprising a video image; and a motion estimator configured to: identify at least one object in the video image frame, and adaptively apply a refined motion estimation on slow-moving objects in the video image without affecting vector convergence on scenes with fast motions by selectively modulating magnitudes of a set of candidate motion vectors in alternate frames.