Table 1 Performance results on ImageNet for EfficientNet variants and different variants.
Model | Top-1 Acc. | #Params | #FLOPs (Approx) |
|---|---|---|---|
EfficientNet-B0 | 77.1% | 5.3 M | 0.39 B |
EfficientNet-B1 | 79.1% | 7.8 M | 0.69 B |
EfficientNet-B2 | 80.1% | 9.2 M | 1.00 B |
EfficientNet-B3 | 81.6% | 12 M | 1.80 B |
EfficientNet-B4 | 82.9% | 19 M | 4.20 B |
EfficientNet-B5 | 83.6% | 30 M | 10.3 B |
EfficientNet-B6 | 84.0% | 43 M | 19.0 B |
EfficientNet-B7 | 84.3% | 66 M | 37.0 B |
ResNet-50 | 76.0% | 26 M | 4.1 B |
DenseNet-169 | 76.2% | 14 M | 3.5 B |
ResNet-152 | 77.8% | 60 M | 11 B |
DenseNet-264 | 77.9% | 34 M | 6.0 B |
Inception-v3 | 78.8% | 24 M | 5.7 B |
Xception | 79.0% | 23 M | 8.4 B |
Inception-v4 | 80.0% | 48 M | 13 B |
Inception-resnet-v2 | 80.1% | 56 M | 13 B |
ResNeXt-101 | 80.9% | 84 M | 32 B |
PolyNet | 81.3% | 92 M | 35 B |
SENet | 82.7% | 146 M | 42 B |
NASNet-A | 82.7% | 89 M | 24 B |
AmoebaNet-A | 82.8% | 87 M | 23 B |
PNASNet | 82.9% | 86 M | 23 B |
AmoebaNet-C | 83.5% | 155 M | 41 B |
GPipe | 84.3% | 557 M | - |
