Noise separation from the noisy image is a greater concern today. It is included in the image by several medium like air, motion and dust particles etc. There are several methodology are proposed but the research area is still alive for the betterment. In this paper we have presented a row based arrangement for image extraction. The methodology we have adopted is Wavelet based Linear Gaussian Image Denoising. We also provide comparison on different noise level and achieved good results.