Object Recognizer recognizes user-specified objects and shapes in the scene. Users can “train” the application by providing samples of the object/shape to be recognized. The product then analyzes and searches the scene to detect the specified shape. Typical applications for the Object Recognizer include weapons detection, baggage scans, detecting logos/symbols and other objects of interest in the scene.