Analyzed and compared state-of-the-art methods like 2PKNN, TagProp and JEC used for annotat- ing images from a pre-defined vocabulary of tags. Developed distance metrics for these methods and validated them. Studied the effect of tag-imbalance, noisy data and validation on these algorithms.