ViDSrX massively accelerates the review of huge stores of video and FMV (including aerial, street-level, UGS, CCTV style Video Surveillance and more), working with the analyst to find needles in a haystack, FAST. Currently human video analysts and investigators review video manually, by looking at the frames, and manually annotating databases with events and objects they find of interest. ViDSrX changes this by looking through the video, at lightning speed, for the analyst and providing notification when the objects or events of interest have occurred.