Table 6.
Ablation experiments for teacher model (Bolded data in black indicate the most significant effect in the indicator).
YOLOv8s | HSFPN | CSPPC | CGAttention | ACmix | p | R | mAP@0.5 | mAP @0.5:0.95 |
---|---|---|---|---|---|---|---|---|
√ | √ | √ | × | × | 0.972 | 0.984 | 0.994 | 0.946 |
√ | √ | √ | √ | × | 0.985 | 0.99 | 0.994 | 0.958 |
√ | √ | √ | √ | √ | 0.991 | 0.982 | 0.995 | 0.946 |