The existing moving target detection algorithms are vulnerable to noise and shadows, so the edge of the moving target detection is relatively vague. Combining the inter-frame difference with background subtraction, a wavelet edge detection method is proposed to detect moving targets. The morphological filtering and connectivity analysis are applied to obtain accurate moving target. The experiment shows that the algorithm can be adopted to detect moving targets from the video image sequence accurately.