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Image Classification on ImageNet (Test Error)

19.5Top-1 Test ErrorNAS-LID (OFA)
19.07621.93824.827.662Nov 23, 2022
Updated 8mo ago

Evaluation results

MethodLinks
NAS-LID (OFA)Params (M)=9.9, Flops (M)=776, Search Cost (GPU Days)=1.7‡, Search Method=Few-shot NAS2022.1119.55
GM-NAS (OFA)Params (M)=9.3, Flops (M)=587, Search Cost (GPU Days)=1.7‡, Search Method=Few-shot NAS2022.1119.75
OFAParams (M)=9.1, Flops (M)=595, Search Cost (GPU Days)=1.7‡, Search Method=One-shot NAS2022.11205.1
FSNAS (OFA)Params (M)=9.2, Flops (M)=600, Search Cost (GPU Days)=1.7‡, Search Method=Few-shot NAS2022.1120.25.2
BigNAS-LParams (M)=6.4, Flops (M)=586, Search Method=One-shot NAS2022.1120.5—
EfficientNet-B1Params (M)=7.8, Flops (M)=700, Search Method=Vanilla NAS2022.1120.95.6
K-Shot-NAS-AParams (M)=6.5, Flops (M)=422, Search Cost (GPU Days)=1, Search Method=Few-shot NAS2022.1122.46.4
NAS-LID (ProxylessNAS)Params (M)=6.9, Flops (M)=678, Search Cost (GPU Days)=2.3†, Search Method=Few-shot NAS2022.1122.96.3
GM-NAS (ProxylessNAS)Params (M)=4.9, Flops (M)=530, Search Cost (GPU Days)=24.9, Search Method=Few-shot NAS2022.1123.47
DrNASParams (M)=5.7, Flops (M)=604, Search Cost (GPU Days)=4.6, Search Method=One-shot NAS2022.1123.77.1
ISTA-NASParams (M)=5.7, Flops (M)=638, Search Method=One-shot NAS2022.11247.1
FSNAS (ProxylessNAS)Params (M)=4.9, Flops (M)=521, Search Cost (GPU Days)=20.8, Search Method=Few-shot NAS2022.1124.1—
PC-DARTSParams (M)=5.3, Flops (M)=597, Search Cost (GPU Days)=3.8, Search Method=One-shot NAS2022.1124.27.3
AmoebaNet-CParams (M)=6.4, Flops (M)=570, Search Cost (GPU Days)=3150, Search Method=Vanilla NAS2022.1124.37.6
P-DARTSParams (M)=4.9, Flops (M)=557, Search Cost (GPU Days)=0.3, Search Method=One-shot NAS2022.1124.47.4
CLOSEParams (M)=4.8, Search Method=One-shot NAS2022.1124.7—
ProxylessNASParams (M)=7.1, Flops (M)=465, Search Cost (GPU Days)=8.3, Search Method=One-shot NAS2022.1124.97.5
MnasNet-92Params (M)=4.4, Flops (M)=388, Search Method=Vanilla NAS2022.1125.28
SPOSParams (M)=3.4, Flops (M)=328, Search Cost (GPU Days)=8.3, Search Method=One-shot NAS2022.1125.3—
DSNASFlops (M)=324, Search Method=One-shot NAS2022.1125.78.1
PNASParams (M)=5.1, Flops (M)=588, Search Cost (GPU Days)=225, Search Method=Vanilla NAS2022.1125.88.1
NASNet-AParams (M)=5.3, Flops (M)=564, Search Cost (GPU Days)=2000, Search Method=Vanilla NAS2022.11268.4
GDASParams (M)=5.3, Flops (M)=581, Search Cost (GPU Days)=0.3, Search Method=One-shot NAS2022.11268.5
BayesNASParams (M)=3.9, Search Cost (GPU Days)=0.2, Search Method=One-shot NAS2022.1126.58.9
DARTSParams (M)=4.9, Flops (M)=595, Search Cost (GPU Days)=4, Search Method=One-shot NAS2022.1126.7—
MobileNetParams (M)=4.2, Flops (M)=569, Search Method=manual2022.1129.410.5
Inception-v1Params (M)=6.6, Flops (M)=1448, Search Method=manual2022.1130.110.1