Table 11.
Accuracy comparison after quantization.
| ImageNet100 | Original model (acc.) | Pruned model (acc.) | ||
|---|---|---|---|---|
| FP32 | INT8 | FP32 | INT8 | |
| VGG13BN | 78.85 | 78.05 | 77.85 | 77.23 |
| ResNet101 | 79.08 | 77.74 | 78.28 | 76.44 |
Accuracy comparison after quantization.
| ImageNet100 | Original model (acc.) | Pruned model (acc.) | ||
|---|---|---|---|---|
| FP32 | INT8 | FP32 | INT8 | |
| VGG13BN | 78.85 | 78.05 | 77.85 | 77.23 |
| ResNet101 | 79.08 | 77.74 | 78.28 | 76.44 |