Person's identity is a very important high level information for video analysis and retrieval. Along the growth of multimedia data, the recording is not only multimodality and also multichannel(microphone array, camera array). In this paper, we describe a multimodal person identification system of UIUC team for CLEAR 2007 evaluation. The audio only system is based on a new proposed model