Pest Identification and Counting of Yellow Plate in Field Based on Improved Mask R-CNN

Table 4

Comparison of the two models under the coco dataset.

Method	Backbone	AP	AP50	AP75	APS	ApM	APL
Mask R-CNN	ResNet-50-FPN	33.1	54.4	34.9	15.4	36.3	49.7
Improved Mask R-CNN	ResNet-50-FPN	33.9	55.1	35.4	16.1	36.5	50.5
Mask R-CNN	ResNet-101-FPN	35.4	57.9	37.7	15.2	38.1	52.3
Improved Mask R-CNN	ResNet-101-FPN	36.3	58.6	38.2	16.3	38.8	52.9