Official websites use .gov
A
.gov website belongs to an official
government organization in the United States.
Secure .gov websites use HTTPS
A lock (
) or https:// means you've safely
connected to the .gov website. Share sensitive
information only on official, secure websites.
Hardware resources required for CNN architecture implementation.
| Sl.No | Parameters | Existing Architecture |
Proposed Architecture | |
|---|---|---|---|---|
| AlexNet | VGG-16 | VGG-16 | ||
| 1 | Technology | 45nm | 45nm | 45nm |
| 2 | Gate Count (NAND-2) | 1852k | 565k | 485K |
| 3 | #MAC | 168 | 192 | 178 |
| 4 | Supply voltage (Volts) | 1v | 1v | 1v |
| 5 | Power(mW) | 278 | 236 | 196 |
| 6 | Total Latency(ms) | 115.3 | 4309.5 | 2678.3 |
| 7 | Throughput(fps) | 34.7 | 26.8 | 43.2 |
| 8 | No. of clock cycles required | 25 | 15 | 9 |
| 9 | Performance (Gops) | 46.1 | 21.4 | 70.3 |
| 10 | Performance Efficiency | 55% | 26% | 93% |
