Image Classification on ImageNet (Top-1 and Top-5 Error)
24.3Top-1 ErrorAmoebaNet
Evaluation results
| Method | Links | ||
|---|---|---|---|
| AmoebaNetSearch Space=NAS-cell, Search Strategy=Evolution, GPU Days=3150, Params=6.4M2020.05 | 24.3 | 7.6 | |
| ShuffleNetSearch Space=Chain, Search Strategy=Manual, GPU Days=N/A, Params=5M2020.05 | 24.7 | — | |
| PNASSearch Space=NAS-cell, Search Strategy=SMBO, GPU Days=225, Params=5.1M2020.05 | 25.8 | 8.1 | |
| NASNetSearch Space=NAS-cell, Search Strategy=RL, GPU Days=2000, Params=5.3M2020.05 | 26 | 8.4 | |
| DARTSSearch Space=DAG-cell, Search Strategy=Gradient, GPU Days=4, Params=4.7M2020.05 | 26.7 | 8.7 | |
| MobileNetSearch Space=Chain, Search Strategy=Manual, GPU Days=N/A, Params=4.2M2020.05 | 29.4 | — | |
| NASGEPSearch Space=GEP-based cell, Search Strategy=Evolution, GPU Days=1, Params=4.1M2020.05 | 29.51 | 10.37 | |
| AlexNetSearch Space=Chain, Search Strategy=Manual, GPU Days=N/A, Params=60M2020.05 | 37.5 | 17 | |
| SqueezeNetSearch Space=Chain, Search Strategy=Manual, GPU Days=N/A, Params=0.42M2020.05 | 39.6 | 17.5 |