Invariant feature of three images such as normalized moment of inertia (NMI), invariant moment and contour moment are analyzed based on airplane targets. New extraction methods of target NMI feature are proposed. The experiment shows that NMI feature extracted with the new method has good translation, rotation and scaling invariance compared with traditional NMI feature and invariant moment extraction algorithm. And extraction method is simple and easy to implement.