This book provides an overview of theory, methodology, and learning the latest developments in the field of statistics and statistical analysis and computational modeling of visual patterns. Features: presents the basics of statistical pattern recognition and statistical learning; discuss the pattern representation and classification, provides a broad survey of recent advances in statistical learning and pattern analysis; introduce a supervised learning of visual patterns in images; include analysis of visual patterns in the video, including discussions depth of information processing in cognitive processes.