In this paper, we introduce a novel incremental subspace based object tracking algorithm. The two major contributions of our work are the Robust PCA based occlusion handling scheme and revised incremental PCA algorithm. The occlusion handling scheme fully makes use of the merits of Robust PCA and achieves promising results in occlusion, clutter, noisy and other complex situations for the object tracking