Table 5 Detection performance of breeding pigs and ear tags.
Model | bbox mAP/% | segm mAP/% | Recall/% | |||
|---|---|---|---|---|---|---|
Breeding pig | Ear Tag | Breeding pig | Ear Tag | Breeding pig | Ear Tag | |
Cascade Mask R-CNN | 85.67 | 80.98 | 83.20 | 79.16 | 92.15 | 87.23 |
YOLACT | 81.88 | 76.97 | 79.10 | 74.93 | 88.34 | 83.62 |
SOLOv2 | 83.94 | 78.73 | 81.96 | 76.99 | 90.90 | 86.38 |
DetectoRS | 86.33 | 81.80 | 84.97 | 80.47 | 92.77 | 87.85 |
Mask Deformable DETR | 85.34 | 80.58 | 83.20 | 78.56 | 91.42 | 86.50 |
Adapt-Cascade | 93.42 | 88.06 | 91.75 | 87.98 | 99.26 | 95.21 |