Image Classification on CIFAR-10 (test) (Test Error Rate)
2.46Test Error RateAGNAS
Evaluation results
| Method | Links | |
|---|---|---|
| AGNASParams (M)=3.6, Search Cost (GPU-days)=0.4, Search Space=Modular, Search Algorithm=Gradient2025.02 | 2.46 | |
| pEvoNAS-C10AParams (M)=3.6, Search Cost (GPU-days)=1.20, Search Space=Modular, Search Algorithm=EA2025.02 | 2.48 | |
| NASNet-AParams (M)=3.3, Search Cost (GPU-days)=2000, Search Space=Modular, Search Algorithm=RL2025.02 | 2.65 | |
| DARTSParams (M)=3.3, Search Cost (GPU-days)=4, Search Space=Modular, Search Algorithm=Gradient2025.02 | 2.76 | |
| GDASParams (M)=2.5, Search Cost (GPU-days)=0.17, Search Space=Modular, Search Algorithm=Gradient2025.02 | 2.82 | |
| PetridishParams (M)=2.2, Search Cost (GPU-days)=5, Search Space=Global, Search Algorithm=Gradient2025.02 | 2.83 | |
| Ours (mobile)Params (M)=2.49, Search Cost (GPU-days)=0.43, Search Space=Global, Search Algorithm=Greedy2025.02 | 3.17 | |
| RandGrowParams (M)=3.1, Search Cost (GPU-days)=6, Search Space=Global, Search Algorithm=RS2025.02 | 3.38 | |
| NAS-RLParams (M)=37.4, Search Cost (GPU-days)=22400, Search Space=Global, Search Algorithm=RL2025.02 | 3.65 | |
| NSGA-NETParams (M)=3.3, Search Cost (GPU-days)=8, Search Space=Global, Search Algorithm=SMBO2025.02 | 3.85 | |
| TRG-NASParams (M)=0.45, Search Cost (GPU-days)=4.5, Search Space=Global, Search Algorithm=Greedy2025.02 | 4 | |
| Ours (tiny)Params (M)=0.46, Search Cost (GPU-days)=0.24, Search Space=Global, Search Algorithm=Greedy2025.02 | 4.09 | |
| EASParams (M)=23.4, Search Cost (GPU-days)=10, Search Space=Global, Search Algorithm=RL2025.02 | 4.23 | |
| Macro-NASParams (M)=6.7, Search Cost (GPU-days)=1.03, Search Space=Global, Search Algorithm=EA2025.02 | 4.23 | |
| NASH-NetParams (M)=19.7, Search Cost (GPU-days)=1, Search Space=Global, Search Algorithm=EA2025.02 | 5.2 | |
| Large-scale EvolutionParams (M)=5.4, Search Cost (GPU-days)=2600, Search Space=Global, Search Algorithm=EA2025.02 | 5.4 | |
| NAS-Bench-201 (Best)Params (M)=1.1, Search Space=Modular, Search Algorithm=-2025.02 | 5.63 | |
| DPP-NetParams (M)=0.45, Search Cost (GPU-days)=2, Search Space=Modular, Search Algorithm=SMBO2025.02 | 5.84 | |
| Genetic Programming CNNParams (M)=1.7, Search Cost (GPU-days)=14.9, Search Space=Global, Search Algorithm=EA2025.02 | 5.98 | |
| ResNetParams (M)=1.72025.02 | 6.43 | |
| Meta-QNNParams (M)=11.2, Search Cost (GPU-days)=100, Search Space=Global, Search Algorithm=RL2025.02 | 6.92 | |
| NASBOTParams (M)=N/A, Search Cost (GPU-days)=1.7, Search Space=Global, Search Algorithm=SMBO2025.02 | 8.69 |