Neural Architecture Search on HW-NAS-Bench Edge GPU
46.8AccuracyAG-Net
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| AG-NetLatency Constraint=8, Optimization Setting=Joint=1, Aggregation=Best out of 10 runs2022.03 | 46.8 | 6.81 | — | |
| Optimum ArchitectureLatency Constraint=82022.03 | 46.8 | 6.81 | — | |
| AG-NetLatency Constraint=8, Optimization Setting=Joint=0, Aggregation=Best out of 10 runs2022.03 | 46.5 | 6.81 | — | |
| AG-NetLatency Constraint=6, Optimization Setting=Joint=1, Aggregation=Best out of 10 runs2022.03 | 46.4 | 5.96 | — | |
| Optimum ArchitectureLatency Constraint=62022.03 | 46.4 | 5.96 | — | |
| Random searchLatency Constraint=8, Aggregation=Best out of 10 runs2022.03 | 46.4 | 7.44 | — | |
| AG-NetLatency Constraint=8, Optimization Setting=Joint=0, Aggregation=Mean2022.03 | 46.3 | — | 0.98 | |
| AG-NetLatency Constraint=8, Optimization Setting=Joint=1, Aggregation=Mean2022.03 | 46.2 | — | 0.99 | |
| AG-NetLatency Constraint=6, Optimization Setting=Joint=0, Aggregation=Best out of 10 runs2022.03 | 45.8 | 5.29 | — | |
| Random searchLatency Constraint=6, Aggregation=Best out of 10 runs2022.03 | 45.8 | 5.29 | — | |
| Random searchLatency Constraint=8, Aggregation=Mean2022.03 | 45.7 | — | 1 | |
| AG-NetLatency Constraint=6, Optimization Setting=Joint=0, Aggregation=Mean2022.03 | 45.3 | — | 0.64 | |
| AG-NetLatency Constraint=6, Optimization Setting=Joint=1, Aggregation=Mean2022.03 | 45 | — | 0.79 | |
| Random searchLatency Constraint=6, Aggregation=Mean2022.03 | 44.9 | — | 0.72 | |
| AG-NetLatency Constraint=4, Optimization Setting=Joint=0, Aggregation=Best out of 10 runs2022.03 | 44.8 | 3.49 | — | |
| AG-NetLatency Constraint=4, Optimization Setting=Joint=1, Aggregation=Best out of 10 runs2022.03 | 44.8 | 3.49 | — | |
| Optimum ArchitectureLatency Constraint=42022.03 | 44.8 | 3.49 | — | |
| Random searchLatency Constraint=4, Aggregation=Best out of 10 runs2022.03 | 43.7 | 3.35 | — | |
| AG-NetLatency Constraint=4, Optimization Setting=Joint=1, Aggregation=Mean2022.03 | 43.3 | — | 0.43 | |
| AG-NetLatency Constraint=4, Optimization Setting=Joint=0, Aggregation=Mean2022.03 | 42.8 | — | 0.29 | |
| Random searchLatency Constraint=4, Aggregation=Mean2022.03 | 41.7 | — | 0.22 | |
| AG-NetLatency Constraint=2, Optimization Setting=Joint=0, Aggregation=Best out of 10 runs2022.03 | 40.6 | 1.9 | — | |
| AG-NetLatency Constraint=2, Optimization Setting=Joint=1, Aggregation=Best out of 10 runs2022.03 | 40.6 | 1.9 | — | |
| Optimum ArchitectureLatency Constraint=22022.03 | 40.6 | 1.9 | — | |
| Random searchLatency Constraint=2, Aggregation=Best out of 10 runs2022.03 | 39.7 | 1.78 | — | |
| AG-NetLatency Constraint=2, Optimization Setting=Joint=0, Aggregation=Mean2022.03 | 39.7 | — | 0.29 | |
| AG-NetLatency Constraint=2, Optimization Setting=Joint=1, Aggregation=Mean2022.03 | 39.1 | — | 0.31 | |
| Random searchLatency Constraint=2, Aggregation=Mean2022.03 | 37.2 | — | 0.05 |