Table 7.
mAPmulti−scale values of multi-scale results achieved by different models on Forestry Pest Dataset.
Model | Epoch | mAPsmall | mAP medium | mAP large |
---|---|---|---|---|
SSD | 80 | 27.4 | 53.5 | 72.7 |
Faster RCNN | 80 | 14.2 | 49.0 | 74.0 |
YOLOV4 | 80 | 49.4 | 57.0 | 62.2 |
Deformable DETR | 80 | 28.0 | 61.6 | 87.1 |
SSD | 150 | 35.2 | 65.4 | 84.7 |
Faster RCNN | 150 | 30.0 | 48.9 | 76.5 |
YOLOV4 | 150 | 56.2 | 63.1 | 73.2 |
Deformable DETR | 150 | 30.3 | 63.8 | 87.7 |