Organization of large volume of image data has become most important need the era due to variety of applications involving digital imagery. Automated image annotations and contributions by various authors for image retrieval techniques are discussed in this paper. We address some of key challenges in image retrieval in automated image annotations. Techniques of the real world image data handling for image retrieval is main focus of this paper.