Image processing is a developing innovation and picture is utilized as a part of different fields like therapeutic and instruction. Picture may degenerate because of the noise. Picture quality lessens as a result of the picture procurement or transmission. Before applying further preparing on the picture, noise should expel from the picture. In this paper various filters used in image processing to remove noise are discussed. Also, comparative study of various filters is presented and previous work is also discussed in this paper.