Image Classification on ImageNet 1k (val) (Top-1 Accuracy & GPU Day)
84.4Top-1 AccEfficientNet-B7
Evaluation results
| Method | Links | ||
|---|---|---|---|
| EfficientNet-B7Search Strategy=Scaling2021.02 | 84.4 | 3,800 | |
| Zen-NASSearch Strategy=Zero-shot2021.02 | 83.6 | 0.5 | |
| OFANetSearch Strategy=PS2021.02 | 80.1 | 51.6 | |
| MetaQNNSearch Strategy=Reinforcement Learning2021.02 | 77.4 | 96 | |
| FBNetV2-L1Search Strategy=Gradient Descent2021.02 | 77.2 | 25 | |
| SemiNASSearch Strategy=SSL2021.02 | 76.5 | 4 | |
| PC-DARTSSearch Strategy=Gradient Descent2021.02 | 75.8 | 3.8 | |
| CARS-ISearch Strategy=Evolutionary Algorithm2021.02 | 75.2 | 0.4 | |
| Mnasnet-ASearch Strategy=Reinforcement Learning2021.02 | 75.2 | — | |
| ProxylessNASSearch Strategy=Gradient Descent2021.02 | 75.1 | 8.3 | |
| EcoNASSearch Strategy=Evolutionary Algorithm2021.02 | 74.8 | 8 | |
| AmoebaNet-ASearch Strategy=Evolutionary Algorithm2021.02 | 74.5 | — | |
| PNASSearch Strategy=SMBO2021.02 | 74.2 | 224 | |
| TE-NASSearch Strategy=Zero-shot2021.02 | 74.1 | 0.2 | |
| GDASSearch Strategy=Gradient Descent2021.02 | 74 | 0.8 | |
| NASNet-ASearch Strategy=Reinforcement Learning2021.02 | 74 | 1,800 | |
| DARTSSearch Strategy=Gradient Descent2021.02 | 73.1 | 4 | |
| SNASSearch Strategy=Gradient Descent2021.02 | 72.7 | 1.5 | |
| GeNetSearch Strategy=Evolutionary Algorithm2021.02 | 72.1 | 17 |