| TSM | ResNet50 | 8 × 1 × 1 | 33G × 1 × 1 | 24.3M | ImageNet | 45.60 | 74.20 |
| TSM | ResNet50 | 16 × 1 × 1 | 65G × 1 × 1 | 24.3M | ImageNet | 47.30 | 77.10 |
| TSM&En | ResNet50 | (8+16) × 1 × 1 | 98G × 1 × 1 | 48.6M | ImageNet | 49.70 | 78.50 |
| STM | ResNet50 | 8 × 3 × 10 | 33G × 3 × 10 | N/A | ImageNet | 49.20 | 79.30 |
| STM | ResNet50 | 16 × 3 × 10 | 67G × 3 × 10 | N/A | ImageNet | 50.70 | 80.40 |
| GST | ResNet50 | 16 × 1 × 1 | 59G × 1 × 1 | N/A | ImageNet | 48.60 | 77.90 |
| GSM | BNInception | 16 × 1 × 1 | 33G × 1 × 1 | N/A | ImageNet | 49.56 | / |
| 我们的方法 | ResNet50 | 8 × 1 × 1 | 33G × 1 × 1 | 24.3M | ImageNet | 47.89 | 76.78 |
| ResNet50 | 16 × 1 × 1 | 67G × 1 × 1 | 24.3M | ImageNet | 49.74 | 79.03 |