Hardware-Aware Neural Architecture Search on HW-NAS-Bench CIFAR-10 (test)
84.82Latency (%)pFreeREA-top-K
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| pFreeREA-top-KDevices=4, Lever=|N| ↓, Measurement budget=102025.04 | 84.82 | 94.05 | 0.653 | |
| Random searchDevices=4, Lever=|N| ↓, Measurement budget=102025.04 | 30.16 | 87.63 | 0.665 | |
| Official HELPDevices=3, Lever=c ↓, Measurement budget=102025.04 | 11 | 90.59 | 0.775 | |
| HELP-styleDevices=4, Lever=c ↓, Measurement budget=102025.04 | 4.51 | 87.21 | 0.788 | |
| HW-NAS with 10 Latency ProbesDevices=3, Lever=|N| ↓, Measurement budget=102025.04 | 4.4 | 86 | 0.738 | |
| HW-NAS with 10 Latency ProbesDevices=4, Lever=|N| ↓, Measurement budget=102025.04 | 1.65 | 85.5 | 0.734 |