In this paper, we propose an efficient target recognition technique in the
complex scenes. For the viewpoint invariant matching, the well-known geomet
ric invariants, the invariants of five coplanar points and the invariants o
f five coplanar lines. which are invariant under the projective transform,
are employed. To alleviate the computational complexity, the circular order
ed matching technique and compatibility test are proposed, utilizing the ge
ometric properties. Moreover, stability of the invariants for five coplanar
points to the input noise is analyzed, and a method to select the stable i
nvariants is also suggested. The performance of the proposed algorithm is e
valuated on both various synthetic and real images. The results of the expe
riments show that the proposed matching technique is both effective and sta
ble to the input noise for the target recognition in complex images. (C) 20
00 Pattern Recognition Society. Published by Elsevier Science Ltd. All righ
ts reserved.