Image Classification on ImageNet (Test Error)
19.5Top-1 Test ErrorNAS-LID (OFA)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| NAS-LID (OFA)Params (M)=9.9, Flops (M)=776, Search Cost (GPU Days)=1.7‡, Search Method=Few-shot NAS2022.11 | 19.5 | 5 | |
| GM-NAS (OFA)Params (M)=9.3, Flops (M)=587, Search Cost (GPU Days)=1.7‡, Search Method=Few-shot NAS2022.11 | 19.7 | 5 | |
| OFAParams (M)=9.1, Flops (M)=595, Search Cost (GPU Days)=1.7‡, Search Method=One-shot NAS2022.11 | 20 | 5.1 | |
| FSNAS (OFA)Params (M)=9.2, Flops (M)=600, Search Cost (GPU Days)=1.7‡, Search Method=Few-shot NAS2022.11 | 20.2 | 5.2 | |
| BigNAS-LParams (M)=6.4, Flops (M)=586, Search Method=One-shot NAS2022.11 | 20.5 | — | |
| EfficientNet-B1Params (M)=7.8, Flops (M)=700, Search Method=Vanilla NAS2022.11 | 20.9 | 5.6 | |
| K-Shot-NAS-AParams (M)=6.5, Flops (M)=422, Search Cost (GPU Days)=1, Search Method=Few-shot NAS2022.11 | 22.4 | 6.4 | |
| NAS-LID (ProxylessNAS)Params (M)=6.9, Flops (M)=678, Search Cost (GPU Days)=2.3†, Search Method=Few-shot NAS2022.11 | 22.9 | 6.3 | |
| GM-NAS (ProxylessNAS)Params (M)=4.9, Flops (M)=530, Search Cost (GPU Days)=24.9, Search Method=Few-shot NAS2022.11 | 23.4 | 7 | |
| DrNASParams (M)=5.7, Flops (M)=604, Search Cost (GPU Days)=4.6, Search Method=One-shot NAS2022.11 | 23.7 | 7.1 | |
| ISTA-NASParams (M)=5.7, Flops (M)=638, Search Method=One-shot NAS2022.11 | 24 | 7.1 | |
| FSNAS (ProxylessNAS)Params (M)=4.9, Flops (M)=521, Search Cost (GPU Days)=20.8, Search Method=Few-shot NAS2022.11 | 24.1 | — | |
| PC-DARTSParams (M)=5.3, Flops (M)=597, Search Cost (GPU Days)=3.8, Search Method=One-shot NAS2022.11 | 24.2 | 7.3 | |
| AmoebaNet-CParams (M)=6.4, Flops (M)=570, Search Cost (GPU Days)=3150, Search Method=Vanilla NAS2022.11 | 24.3 | 7.6 | |
| P-DARTSParams (M)=4.9, Flops (M)=557, Search Cost (GPU Days)=0.3, Search Method=One-shot NAS2022.11 | 24.4 | 7.4 | |
| CLOSEParams (M)=4.8, Search Method=One-shot NAS2022.11 | 24.7 | — | |
| ProxylessNASParams (M)=7.1, Flops (M)=465, Search Cost (GPU Days)=8.3, Search Method=One-shot NAS2022.11 | 24.9 | 7.5 | |
| MnasNet-92Params (M)=4.4, Flops (M)=388, Search Method=Vanilla NAS2022.11 | 25.2 | 8 | |
| SPOSParams (M)=3.4, Flops (M)=328, Search Cost (GPU Days)=8.3, Search Method=One-shot NAS2022.11 | 25.3 | — | |
| DSNASFlops (M)=324, Search Method=One-shot NAS2022.11 | 25.7 | 8.1 | |
| PNASParams (M)=5.1, Flops (M)=588, Search Cost (GPU Days)=225, Search Method=Vanilla NAS2022.11 | 25.8 | 8.1 | |
| NASNet-AParams (M)=5.3, Flops (M)=564, Search Cost (GPU Days)=2000, Search Method=Vanilla NAS2022.11 | 26 | 8.4 | |
| GDASParams (M)=5.3, Flops (M)=581, Search Cost (GPU Days)=0.3, Search Method=One-shot NAS2022.11 | 26 | 8.5 | |
| BayesNASParams (M)=3.9, Search Cost (GPU Days)=0.2, Search Method=One-shot NAS2022.11 | 26.5 | 8.9 | |
| DARTSParams (M)=4.9, Flops (M)=595, Search Cost (GPU Days)=4, Search Method=One-shot NAS2022.11 | 26.7 | — | |
| MobileNetParams (M)=4.2, Flops (M)=569, Search Method=manual2022.11 | 29.4 | 10.5 | |
| Inception-v1Params (M)=6.6, Flops (M)=1448, Search Method=manual2022.11 | 30.1 | 10.1 |