Features extraction is the very important primary process for almost all video analysis and video processing applications. The good and bad of feature extraction directly influence the following processes, and also determine the final performance of video analysis. Over the last years, many feature extraction techniques have been proposed, and most of them are robust and efficient in some specific domain. In this chapter, we list and introduce some of the popularly used features in video analysis, especially visual features.