Table 3 Performance improvement experiment results.
From: Lightweight bobbin yarn detection model for auto-coner with yarn bank
No. | Model | P | R | [email protected]–0.95 | WeightSize | Parameters | Speed | |
|---|---|---|---|---|---|---|---|---|
0 | Baseline | 99.4% | 99.7% | 99.5% | 93.4% | 6.2Â MB | 3Â M | 177fps |
1 | +LSKUnit | 99.4% | 99.8% | 99.5% | 93.8% (↑0.4%) | 6.5 MB | 3.12 M | 238fps |
2 | +Biformer | 99.8% | 99.6% | 99.5% | 93.5% (↑0.1%) | 6.5 MB | 3.15 M | 222fps |
3 | +C2f.-LSK | 99.4% | 99.7% | 99.5% | 93.8% (↑0.4%) | 6.2 MB | 2.98 M | 254fps |
4 | +C2f.-BRA | 99.1% | 99.8% | 99.5% | 93.9% (↑0.5%) | 6.1 MB | 2.92 M | 234fps |
5 | +C2f.-LSK +C2f.-BRA | 99.7% | 99.7% | 99.5% | 93.8%(↑0.4%) | 6.1 MB | 2.90 M | 230fps |
