Image Classification on CIFAR-10 DARTS search space (test)
2.43Best Test ErrorBONAS-D
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| BONAS-DType=BO, Params=3.3M, Search cost=10 GPU days2022.11 | 2.43 | — | — | — | — | |
| Shapley-NASType=gradient, Params=3.4/3.6M, Search cost=0.3 GPU day2022.11 | 2.43 | — | — | — | — | |
| BONAS-CType=BO, Params=3.48M, Search cost=7.5 GPU days2022.11 | 2.46 | — | — | — | — | |
| NASBOWLType=BO, Params=3.7M, Search cost=3 GPU days2022.11 | 2.5 | — | — | — | — | |
| DrNAS (reproduced)Type=gradient, Params=4.1M, Search cost=N/A2022.11 | 2.51 | — | — | — | — | |
| BOHNASType=BO, Params=3.9M, Search cost=8 GPU days2022.11 | 2.55 | — | — | — | — | |
| BANANASType=BO, Params=not reported, Search cost=12 GPU days2022.11 | 2.57 | — | — | — | 2.64 | |
| Random-WSType=RS, Params=4.3M, Search cost=10 GPU days2022.11 | 2.71 | — | — | — | — | |
| NASBOWL (reproduced)Type=BO, Params=3.7M, Search cost=N/A2022.11 | 2.83 | — | — | — | — | |
| ASHAType=RS with early stopping, Params=4.6M, Search cost=9 GPU days2022.11 | 2.85 | — | — | — | — | |
| ENAS (expanded search space)Type=RL, Params=4.6M, Search cost=6 GPU days2022.11 | 2.89 | — | — | — | — | |
| GDASType=gradient, Params=3.4M, Search cost=0.3 GPU day2022.11 | 2.93 | — | — | — | — | |
| Shapley-NAS (reproduced)Type=gradient, Params=3.6M, Search cost=N/A2022.11 | 2.97 | — | — | — | — | |
| GP-NASType=BO, Params=3.9M, Search cost=1 GPU day2022.11 | 3.79 | — | — | — | — | |
| GDASParams=3.418M, Cost=9.272021.04 | — | 0.176 | 90.48 | 93.43 | — | |
| GDAS + Landmark RegularizationParams=2.540M, Cost=13.242021.04 | — | 0.209 | 94.32 | 94.6 | — | |
| NAOParams=5.080M, Cost=19.722021.04 | — | 0.102 | 92.93 | 93.03 | — | |
| NAO + Landmark RegularizationParams=2.184M, Cost=28.182021.04 | — | 0.231 | 93.53 | 93.78 | — | |
| SPOSParams=5.082M, Cost=12.532021.04 | — | 0.055 | 92.8 | 92.88 | — | |
| SPOS + Landmark RegularizationParams=2.181M, Cost=15.962021.04 | — | 0.206 | 93.41 | 93.84 | — | |
| State-of-the-art modelParams=3.62M2021.04 | — | — | — | 94.02 | — |