Some recent work on saliency detection on FPGA:

• SHARC: A streaming model for FPGA accelerators and its application to Saliency, in DATE 2011.
• An FPGA Implementation of Information Theoretic Visual-Saliency System and Its Optimization, in FCCM 2011.