Title :
Extended target detection and tracking using the simultaneous attitude estimation
Author :
Wang, Jinchun ; Chun, Joohwan
Author_Institution :
Dept. of Electr. Eng., Korea Adv. Inst. of Sci. & Technol., Taejon, South Korea
Abstract :
We propose a new extended-target detection algorithm which can adapt to the time-varying target shapes. We estimate the attitude of the target using an extended Kalman filter with a sequence of image frames. The estimated target attitude is then used to predict the projected shape of the target image. Using the predicted target shape, we can construct a better-tuned matched filter for the detection of the target in the next image frame. The proposed algorithm has been tested with synthetic IR image frames, and we observe that the false alarm rate has been reduced by the order of magnitude in comparison with the simple matched filtering method with the Gaussian-shaped target assumption
Keywords :
adaptive Kalman filters; filtering theory; image sequences; motion estimation; target tracking; IR images; Kalman filter; adaptive filters; attitude estimation; filtering; image sequence; target detection; target tracking; Gaussian processes; Infrared detectors; Layout; Matched filters; Maximum likelihood detection; Missiles; Object detection; Shape; Target tracking; Testing;
Conference_Titel :
American Control Conference, 2000. Proceedings of the 2000
Conference_Location :
Chicago, IL
Print_ISBN :
0-7803-5519-9
DOI :
10.1109/ACC.2000.877041