One of the main difficult responsibilities in many applications, especially in determining the thief, is finding the face of objects. Every day, there is a lot of news covering the above mentioned topic to help identify the face of a specific individual regarding the suspicious behavior. Similar image matching and image property discovery based on a predefined pattern are achieved using image classification. Separating the particular area of an image and matching it with the already existing image. By means of pixel clustering based on the threshold value, one finds the similarity part of the image. The aim of the work is to use the deep learning method to identify the missing persons by means of the best solution. The technique is carried out by matching the image segmented with the predefined image contained in the database. Finding the missing persons engaged in different illegal activities is better solved using the recommended method.