Image Classification on ImageNet (Top-1 and Top-5 Test Error)
21.9Top-1 Test ErrorZiCo
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ZiCoParams (M)=-, GPU Days=0.4, Search Method=Evolution, Evaluation=Training-free, Searched Dataset=ImageNet, DARTS space=false2026.05 | 21.9 | — | |
| MeCoParams (M)=7.9, GPU Days=0.08, Search Method=Pruning, Evaluation=Training-free, Searched Dataset=CIFAR-10, DARTS space=true2026.05 | 22.2 | — | |
| CTNASParams (M)=-, GPU Days=0.1+50, Search Method=Reinforce, Evaluation=Predictor, Searched Dataset=ImageNet, DARTS space=false2026.05 | 22.7 | 7.5 | |
| SWAP-NAS (Adaptive)Params (M)=7.3, GPU Days=0.006, Search Method=Evolution, Evaluation=Training-free, Searched Dataset=ImageNet, DARTS space=true2026.05 | 23.3 | 6.8 | |
| PRE-NASParams (M)=6.2, GPU Days=0.6, Search Method=Evolution, Evaluation=Predictor, Searched Dataset=CIFAR-10, DARTS space=true2026.05 | 24 | 7.8 | |
| SWAP-NAS (µ=25, σ=25)Params (M)=5.8, GPU Days=0.006, Search Method=Evolution, Evaluation=Training-free, Searched Dataset=ImageNet, DARTS space=true2026.05 | 24 | 7.6 | |
| EvNASParams (M)=5.1, GPU Days=3.83, Search Method=Evolution, Evaluation=One-shot, Searched Dataset=CIFAR-10, DARTS space=true2026.05 | 24.4 | 7.4 | |
| P-DARTSParams (M)=4.9, GPU Days=0.3, Search Method=Gradient, Evaluation=One-shot, Searched Dataset=CIFAR-10, DARTS space=true2026.05 | 24.4 | 7.4 | |
| TE-NASParams (M)=5.4, GPU Days=0.17, Search Method=Pruning, Evaluation=Training-free, Searched Dataset=ImageNet, DARTS space=true2026.05 | 24.5 | 7.5 | |
| CARSParams (M)=5.1, GPU Days=0.4, Search Method=Evolution, Evaluation=One-shot, Searched Dataset=CIFAR-10, DARTS space=true2026.05 | 24.8 | 7.5 | |
| ProxylessNASParams (M)=7.1, GPU Days=8.3, Search Method=Gradient, Evaluation=One-shot, Searched Dataset=ImageNet, DARTS space=false2026.05 | 24.9 | 7.5 | |
| PINAT-TParams (M)=5.2, GPU Days=0.3, Search Method=Evolution, Evaluation=Predictor, Searched Dataset=CIFAR-10, DARTS space=true2026.05 | 24.9 | 7.5 | |
| QE-NASParams (M)=3.2, GPU Days=0.02, Search Method=Evolution, Evaluation=Training-free, Searched Dataset=ImageNet, DARTS space=true2026.05 | 25.5 | — | |
| FairDARTSParams (M)=2.8, GPU Days=0.42, Search Method=Gradient, Evaluation=One-shot, Searched Dataset=CIFAR-10, DARTS space=true2026.05 | 26.3 | 8.3 | |
| DARTSParams (M)=4.7, GPU Days=4, Search Method=Gradient, Evaluation=One-shot, Searched Dataset=CIFAR-10, DARTS space=true2026.05 | 26.7 | 8.7 | |
| GDASParams (M)=4.4, GPU Days=0.17, Search Method=Gradient, Evaluation=One-shot, Searched Dataset=CIFAR-10, DARTS space=false2026.05 | 27.5 | 9.1 |