The way of coefficient convolution with lost edge and low contrast ratio in image fusion filled with abundant slight edges,now bring a new method which combine Canny edge detection with wavelet transform and directional variance. It can improve the partial resolution with enhanced edge and partial contrast ratio obviously,so accord with the human visual character further. And the result from experiment was satisfied at last.