Abstract: Key-flame extraction has been recognized the important research issue in content-based video analysis. In this paper, an efficient key-frame extraction approach is presented based on nonparametric clustering, which provides the capability of browsing digi

Key words: Video abstraction, Key-frames extraction, Mean shift clustering, Nonparametric clustering