Table 4 Ablation experiment results.
Index | WAAM | DA-DC | FGMS-RP | Loss function | bbox mAP/% | segm mAP/% | recall/% | Speed(f/s) |
|---|---|---|---|---|---|---|---|---|
01 | Â | Â | Â | Original loss | 83.35 | 81.18 | 89.69 | 21.64 |
Focal Loss | 83.47 | 81.83 | 90.24 | 21.64 | ||||
02 | √ |  |  | Original loss | 85.15 | 82.38 | 91.19 | 21.50 |
Focal Loss | 85.55 | 82.78 | 91.59 | 21.50 | ||||
03 |  | √ |  | Original loss | 86.25 | 84.28 | 92.59 | 21.08 |
Focal Loss | 86.37 | 84.93 | 93.14 | 21.08 | ||||
04 |  |  | √ | Original loss | 86.28 | 84.85 | 91.51 | 20.04 |
Focal Loss | 86.08 | 85.63 | 92.07 | 20.04 | ||||
05 | √ | √ |  | Original loss | 88.05 | 85.48 | 94.09 | 20.80 |
Focal Loss | 88.45 | 85.88 | 94.49 | 20.80 | ||||
06 | √ |  | √ | Original loss | 88.08 | 86.05 | 93.01 | 19.90 |
Focal Loss | 88.16 | 86.58 | 93.42 | 19.90 | ||||
07 |  | √ | √ | Original loss | 89.18 | 87.95 | 94.41 | 19.48 |
Focal Loss | 88.98 | 88.73 | 94.97 | 19.48 | ||||
08 | √ | √ | √ | Original loss | 90.98 | 89.15 | 95.91 | 19.20 |
Focal Loss | 91.06 | 89.68 | 96.32 | 19.20 |