An Object Tracking Method Based on the Coordinate-Locating of SIFT Algorithm
The SIFT (scale invariant feature transform) algorithm has been successfully used in the image matching field. In this paper, a simplified SIFT algorithm is designed. The number of layers in the Gaussian pyramid is reduced. When it is comparing the keypoints, it uses an outspreading method. The new method can reduce the comparison time and matching time. Although the new algorithm (C-SIFT algorithm) has less matching accuracy than the SIFT algorithm, it adopts a distortion detection method to abandon the wrong matching. Then it uses the coordinate displacement to determine the tracking position. Experimental results show that C-SIFT algorithm can perform steadily and timely.
S. B. Zhou and K. Kang, "An Object Tracking Method Based on the Coordinate-Locating of SIFT Algorithm", Advanced Materials Research, Vols. 268-270, pp. 2178-2184, 2011