An FPGA-Based Hardware Accelerator for CNNs Using On-Chip Memories Only: Design and Benchmarking with Intel Movidius Neural Compute Stick

Table 5

Hardware accelerator implementation on Xilinx FPGAs.

FPGA family	Comb. elem.	Comb. elem. (%)	Seq. elem.	Seq. elem. (%)	BRAM	BRAM (%)	LRAM	LRAM (%)
Zynq US+	81345	30	860	<1	228	25	2560	2
Virtex US+	81367	21	864	<1	228	32	2560	1
Virtex US	81427	23	952	<1	228	18	2560	3
Zynq-7000	76283	35	632	<1	244	45	0	0
Virtex-7	76163	37	632	<1	244	33	0	0
Kintex-7 lv	81737	81	633	<1	244	75	0	0
Artix-7 lv	87406	86	1081	<1	228	70	0	0