Table 6.
Ablation experiment results on Banana Plantation dataset.
| Model | ALSS | ADD Conv | 24 reg_max | MSCA@L16 with SiLU | MSCA@L16 | MSCA@L22 | mAP50mask | Params (M) | FPS |
|---|---|---|---|---|---|---|---|---|---|
| YOLOv8-Seg’ | 0.848 | 1,6952 | 126.2 | ||||||
| M1 | ✓ | 0.852 | 1,5737 | 138.4 | |||||
| M2 | ✓ | ✓ | 0.853 | 1,5746 | 147.8 | ||||
| M3 | ✓ | ✓ | ✓ | 0.855 | 1,8184 | 141.4 | |||
| M4 | ✓ | ✓ | ✓ | ✓ | 0.856 | 1,8256 | 133.8 | ||
| M5 (ALSS-YOLO-Seg) | ✓ | ✓ | ✓ | ✓ | 0.858 | 1,8256 | 130.6 | ||
| M6 | ✓ | ✓ | ✓ | ✓ | 0.855 | 1,8658 | 127.9 |
MSCA@L16 denotes the integration of the MSCA module at layer 16, while MSCA@L22 represents the integration of the MSCA module at layer 22.
'✓' indicates that the corresponding feature or module has been integrated into the respective model configuration.