Deep-Sea: A Reconfigurable Accelerator for Classic CNN

Table 7

Comparison between different accelerations.

Parameter	[29]	[28]	[30]	[31]	[14]	This work
Platform	Virtex-7	Zedboard	Z7045	Z7045	UltraScale+	Z-7100
BRAM	89	185	486	486	491	155
DSP	565	160	780	771	609	673
Frequency (MHz)	150	-	150	200	300	210
Precision	-	16 bits	16 bits	16 bits	16 bits	16 bits
Power	-	3.36	9.63	9.3	11.8	4.52
Performance (GOP/s)	20.62	10.45	187.8	62.54	102	98.01 (peak 198.37/layer)
GOPS/DSP	0.036	0.07	0.24	0.081	0.16	0.14
GOPS/W	-	3.11	19.50	6.72	8.64	21.68