Image Classification on ImageNet 1K (test val) (Error Rate)
15.5Top-1 ErrorSwin-B*
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Swin-B*Param=88M, FLOPS=47.0B, Resolution=384x384 crop2020.01 | 15.5 | 3 | |
| EfficientNet-B7*Param=66M, FLOPS=37B, Resolution=600x600 crop2020.01 | 15.6 | 2.9 | |
| Swin-B*Param=88M, FLOPS=15.4B, Resolution=224x2242020.01 | 16.5 | 3.5 | |
| PNASNet-5Param=86.1M, FLOPS=25.0B, Resolution=331x3312020.01 | 17.1 | 3.8 | |
| Harm-SE-RNX(64x4d)Param=88.2M, FLOPS=31.4B, Resolution=320x3202020.01 | 17.15 | 3.56 | |
| AmoebaNet-AParam=86.7M, FLOPS=23.1B, Resolution=331x3312020.01 | 17.2 | 3.9 | |
| SENet-154Param=145.8M, FLOPS=42.3B, Resolution=320x3202020.01 | 17.28 | 3.79 | |
| NASNet-AParam=88.9M, FLOPS=23.8B, Resolution=331x3312020.01 | 17.3 | 3.8 | |
| Harm-SE-RNX(64x4d)Param=88.2M, FLOPS=15.4B, Resolution=224x2242020.01 | 18.37 | 4.34 | |
| Harm-SE-RNX(32x4d)Param=49.0M, FLOPS=16.5B, Resolution=320x3202020.01 | 18.48 | 4.06 | |
| SE-RNX(32x4d)Param=49.0M, FLOPS=16.3B, Resolution=320x3202020.01 | 18.49 | 4.05 | |
| DualPathNet-131Param=79.5M, FLOPS=32.0B, Resolution=320x3202020.01 | 18.55 | 4.16 | |
| SENet-154Param=145.8M, FLOPS=20.7B, Resolution=224x2242020.01 | 18.68 | 4.47 | |
| PolyNetParam=92M, FLOPS=34.7B, Resolution=331x3312020.01 | 18.71 | 4.25 | |
| RNX (64x4d)Param=83.6M, FLOPS=31.5B, Resolution=320x3202020.01 | 19.1 | 4.4 | |
| Harm-SE-RNX(32x4d)Param=49.0M, FLOPS=8.1B, Resolution=224x2242020.01 | 19.39 | 4.73 | |
| SE-RNX(32x4d)Param=49.0M, FLOPS=8.0B, Resolution=224x2242020.01 | 19.73 | 4.9 | |
| DualPathNet-131Param=79.5M, FLOPS=16.0B, Resolution=224x2242020.01 | 19.93 | 5.12 | |
| RNX (64x4d)Param=83.6M, FLOPS=15.5B, Resolution=224x2242020.01 | 20.4 | 5.3 |