Image Classification on ImageNet Mobile Setting (Error, Params, FLOPs)
23.9Test ErrorShapley-NAS+
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Shapley-NAS+Search Dataset=ImageNet2022.06 | 23.9 | 5.4 | 582 | 4.2 | |
| PC-DARTSSearch Dataset=ImageNet2022.06 | 24.2 | 5.3 | 582 | 3.8 | |
| SGAS (Cri 1. best)Search Dataset=CIFAR-102022.06 | 24.2 | 5.3 | 585 | 0.25 | |
| DrNASSearch Dataset=ImageNet2022.06 | 24.2 | 5.2 | 644 | 3.9 | |
| AmoebaNet-CSearch Dataset=CIFAR-102022.06 | 24.3 | 6.4 | 570 | 3,150 | |
| Shapley-NASSearch Dataset=CIFAR-102022.06 | 24.3 | 5.1 | 566 | 0.3 | |
| P-DARTSSearch Dataset=CIFAR-102022.06 | 24.4 | 4.9 | 557 | 0.3 | |
| ProxylessNAS (GPU)Search Dataset=ImageNet2022.06 | 24.9 | 7.1 | 465 | 8.3 | |
| ShuffleNet 2x (v2)Search Dataset=N/A (Manual)2022.06 | 25.1 | 5 | 591 | — | |
| PC-DARTSSearch Dataset=CIFAR-102022.06 | 25.1 | 5.3 | 586 | 0.1 | |
| MnasNet-92Search Dataset=N/A2022.06 | 25.2 | 4.4 | 388 | — | |
| DARTS+PTSearch Dataset=ImageNet2022.06 | 25.5 | 4.7 | 538 | 3.4 | |
| SDARTS-ADVSearch Dataset=CIFAR-102022.06 | 25.6 | 6.1 | — | 0.4 | |
| PNASSearch Dataset=CIFAR-102022.06 | 25.8 | 5.1 | 588 | 225 | |
| NASNet-ASearch Dataset=CIFAR-102022.06 | 26 | 5.3 | 564 | 2,000 | |
| GDASSearch Dataset=CIFAR-102022.06 | 26 | 5.3 | 545 | 0.3 | |
| ShuffleNet 2x (v1)Search Dataset=N/A (Manual)2022.06 | 26.4 | 5 | 524 | — | |
| BayesNASSearch Dataset=CIFAR-102022.06 | 26.5 | 3.9 | — | 0.2 | |
| DARTS (2nd order)Search Dataset=CIFAR-102022.06 | 26.7 | 4.7 | 574 | 1 | |
| SNAS (mild)Search Dataset=CIFAR-102022.06 | 27.3 | 4.3 | 522 | 1.5 | |
| MobileNetSearch Dataset=N/A (Manual)2022.06 | 29.4 | 4.2 | 569 | — | |
| Inception-v1Search Dataset=N/A (Manual)2022.06 | 30.1 | 6.6 | 1,448 | — |