1. A method for performing face recognition, comprising: producing a first video image input produced from a scene sensed in the reflective domain; producing a second video image input from said scene sensed in the thermal infrared domain; applying non-uniformity correction (NUC) to the thermal infrared video image; and creating a representation template for a face from a fused combination of the video images obtained from the reflective domain and the thermal infrared domain.