J. Shanmuga Prathipa, High Dimensional Content-Based Retrivel of Reflection, International Journal of Soft Computing, Volume 7,Issue 2, 2012, Pages 85-87, ISSN 1816-9503, ijscomp.2012.85.87, (https://makhillpublications.co/view-article.php?doi=ijscomp.2012.85.87) Abstract: High dimensional data is extra complicated in image based retrieval so the content-based visual information retrieval is used to solve the image retrieval in large database. In proceeding the image is given in the search content it does not retrieves the related images the new format shape similarity measurement and PSNR value is used to access the prominent content in large dataset effectively. Keywords: Multimedia databases;shape similarity measurement;image retrieval;PSNR clustering;India