In future urban operations, it is very likely that military infantry will be performing foot patrol missions with body cameras integrated to their uniforms/gear. These cameras will enable the recording of large amounts of video data. Fugazi is an automated video summarization tools that can detect objects and events of interest in a video and make this content searchable. This application can ingest a long video (e.g. one hour of a person walking in a city) and produce a searchable summary of this video.