We now live and work in a flood of data, among which a significant part is video, generated by billions of net citizens, millions of public video cameras, and other sources. Apparently analysis, utilization, even cataloging and storage of the huge amount of video becomes a problem. This book explains how to efficiently perform video structure analysis and how to accurately extract the basic semantic contents for video summarization, which is useful and important for handling large-scale video data.