Image Classification on ImageNet 1K (val) (Top-1 & Top-5 Error)
20.97Top-1 ErrorCoResNet
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CoResNetNetwork Depth=152, Number of Parameters (M)=60.19, GFLOPs=11.622021.08 | 20.97 | 5.48 | |
| CoResNetNetwork Depth=101, Number of Parameters (M)=44.55, GFLOPs=7.882021.08 | 21.29 | 5.72 | |
| SE ResNetNetwork Depth=101, Number of Parameters (M)=49.29, GFLOPs=7.902021.08 | 21.31 | 5.79 | |
| SE ResNetNetwork Depth=152, Number of Parameters (M)=66.77, GFLOPs=11.652021.08 | 21.38 | 5.8 | |
| NL ResNetNetwork Depth=101, Number of Parameters (M)=55.71, GFLOPs=9.912021.08 | 21.4 | 5.83 | |
| pre-act. ResNetNetwork Depth=152, Number of Parameters (M)=60.19, GFLOPs=11.622021.08 | 21.41 | 5.78 | |
| ResNetNetwork Depth=152, Number of Parameters (M)=60.19, GFLOPs=11.622021.08 | 21.55 | 5.74 | |
| NL ResNetNetwork Depth=152, Number of Parameters (M)=71.35, GFLOPs=13.662021.08 | 21.91 | 6.11 | |
| ResNetNetwork Depth=101, Number of Parameters (M)=44.55, GFLOPs=7.882021.08 | 22 | 6.1 | |
| pre-act. ResNetNetwork Depth=101, Number of Parameters (M)=44.55, GFLOPs=7.882021.08 | 22.11 | 6.26 | |
| CoResNetNetwork Depth=50, Number of Parameters (M)=25.56, GFLOPs=4.142021.08 | 22.73 | 6.49 | |
| SE ResNetNetwork Depth=50, Number of Parameters (M)=28.07, GFLOPs=4.152021.08 | 22.74 | 6.37 | |
| NL ResNetNetwork Depth=50, Number of Parameters (M)=36.72, GFLOPs=6.182021.08 | 22.91 | 6.42 | |
| pre-act. ResNetNetwork Depth=50, Number of Parameters (M)=25.56, GFLOPs=4.142021.08 | 23.77 | 7.04 | |
| ResNetNetwork Depth=50, Number of Parameters (M)=25.56, GFLOPs=4.142021.08 | 23.88 | 7.06 |