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The Video Signature method has been proposed in [1, 2, 3] as a technique to efficiently summarize video for visual similarity measurements. In this paper, we develop the necessary theoretical framework to analyze this method. We define our target video similarity measure based on the fraction of similar clusters shared between two video sequences. This measure is too computationally complex to be deployed in database applications. By considering this measure geometrically on the image featuredoi:10.1109/icip.2002.1038101 dblp:conf/icip/CheungZ02 fatcat:7xi7ut26mzb2dfjkv43th4md5e