Neural Architecture Search on HW-NAS-Bench (val)
46.4Validation AccuracyAG-Net
Evaluation results
| Method | Links | ||
|---|---|---|---|
| AG-NetDevice=EdgeTPU, Latency Constraint (ms)=1, Queries=2002024.03 | 46.4 | 74 | |
| DINASDevice=Pixel3, Latency Constraint (ms)=6, Queries=2002024.03 | 45.95 | 78.5 | |
| AG-NetDevice=Pixel3, Latency Constraint (ms)=6, Queries=2002024.03 | 45.7 | 77 | |
| Random SearchDevice=EdgeTPU, Latency Constraint (ms)=1, Queries=2002024.03 | 45.4 | — | |
| DINASDevice=EdgeTPU, Latency Constraint (ms)=1, Queries=2002024.03 | 45.31 | 48.37 | |
| AG-NetDevice=EdgeGPU, Latency Constraint (ms)=6, Queries=2002024.03 | 45.3 | 64 | |
| AG-NetDevice=Pixel3, Latency Constraint (ms)=4, Queries=2002024.03 | 45.3 | 69 | |
| Random SearchDevice=Pixel3, Latency Constraint (ms)=6, Queries=2002024.03 | 45.1 | — | |
| DINASDevice=EdgeGPU, Latency Constraint (ms)=6, Queries=2002024.03 | 45.03 | 66.35 | |
| Random SearchDevice=EdgeGPU, Latency Constraint (ms)=6, Queries=2002024.03 | 44.9 | — | |
| DINASDevice=Pixel3, Latency Constraint (ms)=4, Queries=2002024.03 | 44.74 | 82.5 | |
| DINASDevice=Raspi4, Latency Constraint (ms)=6, Queries=2002024.03 | 44.72 | 57.7 | |
| DINASDevice=Eyeris, Latency Constraint (ms)=1, Queries=2002024.03 | 44.67 | 78.12 | |
| DINASDevice=FPGA, Latency Constraint (ms)=1, Queries=2002024.03 | 44.53 | 91.65 | |
| AG-NetDevice=Eyeris, Latency Constraint (ms)=1, Queries=2002024.03 | 44.5 | 49 | |
| AG-NetDevice=Raspi4, Latency Constraint (ms)=6, Queries=2002024.03 | 44 | 56 | |
| DINASDevice=EdgeGPU, Latency Constraint (ms)=4, Queries=2002024.03 | 43.91 | 93.2 | |
| Random SearchDevice=Pixel3, Latency Constraint (ms)=4, Queries=2002024.03 | 43.8 | — | |
| Random SearchDevice=Eyeris, Latency Constraint (ms)=1, Queries=2002024.03 | 43.3 | — | |
| AG-NetDevice=FPGA, Latency Constraint (ms)=1, Queries=2002024.03 | 43.3 | 65 | |
| DINASDevice=Raspi4, Latency Constraint (ms)=4, Queries=2002024.03 | 43.25 | 77.8 | |
| Random SearchDevice=Raspi4, Latency Constraint (ms)=6, Queries=2002024.03 | 43.2 | — | |
| Random SearchDevice=FPGA, Latency Constraint (ms)=1, Queries=2002024.03 | 42.9 | — | |
| AG-NetDevice=EdgeGPU, Latency Constraint (ms)=4, Queries=2002024.03 | 42.8 | 29 | |
| AG-NetDevice=Raspi4, Latency Constraint (ms)=4, Queries=2002024.03 | 42 | 47 | |
| Random SearchDevice=Raspi4, Latency Constraint (ms)=4, Queries=2002024.03 | 41.9 | — | |
| Random SearchDevice=EdgeGPU, Latency Constraint (ms)=4, Queries=2002024.03 | 41.7 | — | |
| AG-NetDevice=Pixel3, Latency Constraint (ms)=2, Queries=2002024.03 | 40.9 | 48 | |
| DINASDevice=Pixel3, Latency Constraint (ms)=2, Queries=2002024.03 | 40.01 | 97.3 | |
| AG-NetDevice=EdgeGPU, Latency Constraint (ms)=2, Queries=2002024.03 | 39.7 | 29 | |
| DINASDevice=EdgeGPU, Latency Constraint (ms)=2, Queries=2002024.03 | 39.44 | 92.6 | |
| Random SearchDevice=Pixel3, Latency Constraint (ms)=2, Queries=2002024.03 | 38.8 | — | |
| Random SearchDevice=EdgeGPU, Latency Constraint (ms)=2, Queries=2002024.03 | 37.2 | — | |
| DINASDevice=Raspi4, Latency Constraint (ms)=2, Queries=2002024.03 | 34.67 | 92.8 | |
| AG-NetDevice=Raspi4, Latency Constraint (ms)=2, Queries=2002024.03 | 34.6 | 28 | |
| Random SearchDevice=Raspi4, Latency Constraint (ms)=2, Queries=2002024.03 | 33.9 | — |