In the paper, the difference between the gray level of targets and background is transferred into the difference of theirs local probability, and the target detection is realized in local probability image. Then, targets are selected from noise and false targets bymulti frames cumulating. Number experiments show that thismethod can detect dim targets of 1~3 pixels effectively, at the same time it has good real time performance.