Table 4.
Evaluation results of pruned models.
Channel Prune |
Layer Prune |
Keep Channel |
mAP | Volume(MB) | FPS |
---|---|---|---|---|---|
0 | 0 | 1 | 93.6 | 245.8 | 43 |
0.5 | 0 | 0.01 | 90.8 | 63.1 | 53 |
0.8 | 0 | 0.01 | 86.3 | 13.9 | 65 |
0.9 | 0 | 0.01 | 64.1 | 6.61 | 79 |
0 | 8 | 1 | 90.7 | 212.8 | 47 |
0 | 12 | 1 | 90.3 | 199.1 | 51 |
0.5 | 12 | 0.1 | 90.8 | 52.9 | 64 |
0.8 | 8 | 0.1 | 90.5 | 15.1 | 69 |
0.8 | 8 | 0.01 | 83.6 | 10.9 | 71 |
0.8 | 12 | 0.1 | 78.4 | 9.9 | 75 |
0.9 | 8 | 0.01 | 66.5 | 7.4 | 77 |
0.9 | 8 | 0.1 | 68.3 | 7.9 | 76 |