Abstract: A sensor device generates images of an object from successive positional/illuminatory perspectives effected according to a predetermined or dynamically-generated recognition-training/object-modeling profile. The sensor device conveys the perspective images to an image processing engine and receives from the image processing engine, in response, data-capture guidance that informs next position/illumination for ensuing object-image generation.