In this paper a face indexing and retrieval scheme based on face detection and face identification techniques is presented. We developed a face detection algorithm based on SVM classifier in template matching filtered subspace for face indexing in personal digital album. For face retrieval of a particular person a classifier is learned on samples using SVM technique. Experimental results show its feasibility.