original image and its edge can be estimated by Canny Edge detection method. Fig. 3 Original Image The edge detection can be applicable to Gray Image. Therfore the origianl RGB image can be converted to gray image. After that Canny Edge Detection is applied for getting the Edges of the original image. 8 Fig. 4 Edges of original Image The original can be blurred using gaussian low pass filter by specifying the blur parameters. The following image is depicted as blurred image. Fig. 5 Blurred Image 9 Fig. 6 Edge of Blurred Image The sample image after applying the proposed algorithm will be as follows . Fig. 7 Restored Image 6C onclusion We have presented a method for blind image deblurring. The method differs from most other existing methods by only imposing weak restrictions on the blurring