Abstract-The network on chip will become a future general purpose interconnect for FPGAs much like today's standard OPB or PLB bus architectures. However, performance characteristics and reconfigurable logic resource utilization of different network on chip architectures vary greatly relative to bus architectures. Current mainstream FPGA parts only support very small network on chip topologies, due to the high resource utilization of virtual channel based implementations. This observation is reflected in related research where only modest 2x2 or 2x3 networks are demonstrated on FPGAs. Naively it would be assumed that these complex network on chip architectures would perform better than simplified implementations. We show this assumption to be incorrect under light network loading conditions across 3 separate application domains. Using statistical based network loading, a synthetic benchmarking application, a cryptographic accelerator, and a 802.11 transmitter are each demonstrated...