Deployment Efficiency on ResNet-18
1.7Size (MB)SURGE
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| SURGEBackbone=ResNet-18, #bit (W/A)=1/12026.05 | 1.7 | 25.1 | 67.8 | 4.1 | |
| Real-valuedBackbone=ResNet-18, #bit (W/A)=32/322026.05 | 42.7 | — | 276.8 | — |
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| Method | Links | ||||
|---|---|---|---|---|---|
| SURGEBackbone=ResNet-18, #bit (W/A)=1/12026.05 | 1.7 | 25.1 | 67.8 | 4.1 | |
| Real-valuedBackbone=ResNet-18, #bit (W/A)=32/322026.05 | 42.7 | — | 276.8 | — |