Software-Configurable Processors (SCPs) are becoming an increasingly popular solution to challenging compute problems, spanning the gap between a general purpose processor and a dedicated digital signal processor. The benefits are especially clear for implementing biometric algorithms, which are complex and adaptive. This article describes an architecture for facial recognition, mapping C++ algorithms onto an SCP.