There are several Image denoising method have been proposed till now. These methods have their own specialty and drawbacks. In this paper we have survey several research papers with the related areas. Our analysis and review shows that there are significant work has been done in this direction but there are still the need of betterment in the previous research based on edge matching, effective noise removal and vertical and horizontal mapping. So that efficient image retrieval system can be achieved.