Image Classification on ImageNet (val) (Search and Retrain Accuracy)
75.2Retrain Top-1 AccMnasNet-A1
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| MnasNet-A1FLOPS=312M, No proxy=False, Search Time (GPU hour)=400002020.02 | 75.2 | — | — | 92.5 | |
| Proxyless-R (mobile)FLOPS=320M, No proxy=True, Search Time (GPU hour)=300+, Retrain Time (GPU hour)=>3842020.02 | 74.6 | 62.6 | 84.7 | 92.2 | |
| Single Path One-ShotFLOPS=319M, No proxy=True, Search Time (GPU hour)=250, Retrain Time (GPU hour)=3842020.02 | 74.3 | 68.7 | — | — | |
| PNASNETFLOPS=588M, No proxy=False, Search Time (GPU hour)=54002020.02 | 74.2 | — | — | 91.9 | |
| NASNET-A(4@1056)FLOPS=564M, No proxy=False, Search Time (GPU hour)=480002020.02 | 74 | — | — | 91.6 | |
| DARTSFLOPS=574M, No proxy=False, Search Time (GPU hour)=24, Retrain Time (GPU hour)=2882020.02 | 73.3 | — | — | 91.3 | |
| SNASFLOPS=522M, No proxy=False, Search Time (GPU hour)=36, Retrain Time (GPU hour)=2882020.02 | 72.7 | — | — | 90.8 | |
| ShuffleNet V2 (1.5x)FLOPS=299M, No proxy=Manual, Search Time (GPU hour)=Manual2020.02 | 72.6 | — | — | 90.6 | |
| MobileNet V2 (1.0x)FLOPS=300M, No proxy=Manual, Search Time (GPU hour)=Manual2020.02 | 72 | — | — | 91 | |
| MobileNet V1 (0.75x)FLOPS=325M, No proxy=Manual, Search Time (GPU hour)=Manual2020.02 | 68.4 | — | — | — | |
| DSNASFLOPS=324M, No proxy=True, Search Time (GPU hour)=4202020.02 | — | — | 91.54 | 91.9 | |
| Single Path One-Shot*FLOPS=323M, No proxy=True, Search Time (GPU hour)=250, Retrain Time (GPU hour)=384, implementation=re-implemented by current paper2020.02 | — | — | 88.28 | 91.79 |