Image Classification on ImageNet 1000 (val)
18.13Top-1 ErrorAOGNet40M-AN
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| AOGNet40M-ANSetup=State-of-the-Art, #Params=40.39M, FLOPS=7.51G2019.08 | 18.13 | 4.26 | |
| AOGNet40M-BNSetup=State-of-the-Art, #Params=40.15M, FLOPS=7.51G2019.08 | 18.7 | 4.47 | |
| ResNet101-ANSetup=State-of-the-Art, #Params=45.00M, FLOPS=8.12G2019.08 | 18.85 | 4.63 | |
| AOGNet40M-ANSetup=Vanilla, #Params=40.39M, FLOPS=7.51G2019.08 | 19.33 | 4.72 | |
| ResNet101-BNSetup=State-of-the-Art, #Params=44.57M, FLOPS=8.12G2019.08 | 19.71 | 4.89 | |
| AOGNet40M-BNSetup=Vanilla, #Params=40.15M, FLOPS=7.51G2019.08 | 19.84 | 4.94 | |
| ResNet50-ANSetup=State-of-the-Art, #Params=25.76M, FLOPS=4.09G2019.08 | 19.92 | 5.04 | |
| AOGNet12M-ANSetup=State-of-the-Art, #Params=12.37M, FLOPS=2.19G2019.08 | 20.57 | 5.38 | |
| ResNet101-ANSetup=Vanilla, #Params=45.00M, FLOPS=8.12G2019.08 | 20.61 | 5.41 | |
| ResNet50-BNSetup=State-of-the-Art, #Params=25.56M, FLOPS=4.09G2019.08 | 21.08 | 5.56 | |
| AOGNet12M-ANSetup=Vanilla, #Params=12.37M, FLOPS=2.19G2019.08 | 21.28 | 5.76 | |
| ResNet101-BNSetup=Vanilla, #Params=44.57M, FLOPS=8.12G2019.08 | 21.33 | 5.85 | |
| ResNet50-ANSetup=Vanilla, #Params=25.76M, FLOPS=4.09G2019.08 | 21.59 | 5.88 | |
| AOGNet12M-BNSetup=State-of-the-Art, #Params=12.26M, FLOPS=2.19G2019.08 | 21.63 | 5.6 | |
| AOGNet12M-BNSetup=Vanilla, #Params=12.26M, FLOPS=2.19G2019.08 | 22.22 | 6.06 | |
| ResNet50-SESetup=Vanilla, Status=Trained from scratch, #Params=28.09M, FLOPS=4.12G2019.08 | 22.35 | 6.09 | |
| ResNet50-SESetup=Vanilla, Status=Literature (SE*), #Params=28.09M, FLOPS=4.12G2019.08 | 22.37 | 6.36 | |
| ResNet50-SNSetup=Vanilla, #Params=25.56M2019.08 | 22.43 | 6.35 | |
| DenseNet121-ANSetup=Vanilla, #Params=8.34M, FLOPS=2.86G2019.08 | 22.62 | 6.42 | |
| ResNet50-BNSetup=Vanilla, #Params=25.56M, FLOPS=4.09G2019.08 | 23.01 | 6.68 | |
| ResNet50-GNSetup=Vanilla, #Params=25.56M, FLOPS=4.09G2019.08 | 23.52 | 6.85 | |
| ResNet34+ANSetup=Vanilla, #Params=21.92M, FLOPS=3.68G2019.08 | 24.43 | 7.43 | |
| DenseNet121-BNSetup=Vanilla, #Params=7.98M, FLOPS=2.86G2019.08 | 25.35 | 7.83 | |
| ResNet34+BNSetup=Vanilla, #Params=21.80M, FLOPS=3.68G2019.08 | 25.58 | 8.19 | |
| MobileNet V2-ANSetup=Vanilla, #Params=3.56M, FLOPS=0.34G2019.08 | 26.67 | 8.56 | |
| MobileNet V2-BNSetup=Vanilla, #Params=3.50M, FLOPS=0.34G2019.08 | 28.69 | 9.33 |