The concept of image fusion of noisy filtered images for the reduction of impulsive noise. Fusion of images is the process of combining two or more images into a single image, retaining the important characteristics of each image. Multiple image fusion is an important technique used in military, remote sensing and medical applications. Five different filtering algorithms are used individually to filter the captured image from the sensor. Filtered images are merged to obtain a high quality image compared to individually degraded images. In order to better evaluate the noise cancellation behavior of our fusion technique from the point of view of human perception, we perform edge detection using canny filter for the fused image. The experimental results show that this method is capable of producing better results when compared to individually degraded images.