This book deals with the pattern evaluation in the digital images using the statistical techniques. It is mainly useful for the researchers who would like to focus on the multimedia data mining. It provides the fundamental ideas that have not been applied so far on the digital images. The concept can be easily extended to the other multimedia signals. The key aspects of the book is the application of time series analysis on the digital images. This will be useful for the researchers of the statistics as well as the Information Technology domain.