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Image Classification on ImageNet (Top-1 and Top-5 Test Error)

21.9Top-1 Test ErrorZiCo
21.67623.18824.726.212May 8, 2026
Updated 5mo ago

Evaluation results

MethodLinks
ZiCoParams (M)=-, GPU Days=0.4, Search Method=Evolution, Evaluation=Training-free, Searched Dataset=ImageNet, DARTS space=false2026.0521.9—
MeCoParams (M)=7.9, GPU Days=0.08, Search Method=Pruning, Evaluation=Training-free, Searched Dataset=CIFAR-10, DARTS space=true2026.0522.2—
CTNASParams (M)=-, GPU Days=0.1+50, Search Method=Reinforce, Evaluation=Predictor, Searched Dataset=ImageNet, DARTS space=false2026.0522.77.5
SWAP-NAS (Adaptive)Params (M)=7.3, GPU Days=0.006, Search Method=Evolution, Evaluation=Training-free, Searched Dataset=ImageNet, DARTS space=true2026.0523.36.8
PRE-NASParams (M)=6.2, GPU Days=0.6, Search Method=Evolution, Evaluation=Predictor, Searched Dataset=CIFAR-10, DARTS space=true2026.05247.8
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=true2026.05247.6
EvNASParams (M)=5.1, GPU Days=3.83, Search Method=Evolution, Evaluation=One-shot, Searched Dataset=CIFAR-10, DARTS space=true2026.0524.47.4
P-DARTSParams (M)=4.9, GPU Days=0.3, Search Method=Gradient, Evaluation=One-shot, Searched Dataset=CIFAR-10, DARTS space=true2026.0524.47.4
TE-NASParams (M)=5.4, GPU Days=0.17, Search Method=Pruning, Evaluation=Training-free, Searched Dataset=ImageNet, DARTS space=true2026.0524.57.5
CARSParams (M)=5.1, GPU Days=0.4, Search Method=Evolution, Evaluation=One-shot, Searched Dataset=CIFAR-10, DARTS space=true2026.0524.87.5
ProxylessNASParams (M)=7.1, GPU Days=8.3, Search Method=Gradient, Evaluation=One-shot, Searched Dataset=ImageNet, DARTS space=false2026.0524.97.5
PINAT-TParams (M)=5.2, GPU Days=0.3, Search Method=Evolution, Evaluation=Predictor, Searched Dataset=CIFAR-10, DARTS space=true2026.0524.97.5
QE-NASParams (M)=3.2, GPU Days=0.02, Search Method=Evolution, Evaluation=Training-free, Searched Dataset=ImageNet, DARTS space=true2026.0525.5—
FairDARTSParams (M)=2.8, GPU Days=0.42, Search Method=Gradient, Evaluation=One-shot, Searched Dataset=CIFAR-10, DARTS space=true2026.0526.38.3
DARTSParams (M)=4.7, GPU Days=4, Search Method=Gradient, Evaluation=One-shot, Searched Dataset=CIFAR-10, DARTS space=true2026.0526.78.7
GDASParams (M)=4.4, GPU Days=0.17, Search Method=Gradient, Evaluation=One-shot, Searched Dataset=CIFAR-10, DARTS space=false2026.0527.59.1