When the impending antiship cruise missile's motion vector alines with the axis of IR detection system, it is difficult to detect and track it by its trace analysis. A novel spatio-temporal filtering method is presented, which employs wavelet analysis and pixel value changing measurement. The images used in the experiments are composed of some real pictures and man-made point target (signals,) and the method is proved to be with high accuracy and sensitivity and low false alarm rate.