Table 5.

Qualitative results of plant disease diagnosis models on the PlantDoc [35] dataset. ↑ indicates higher is better. ↓ indicates lower is better.

Model	Paras ↓	GFLOPs ↓	Memory Usage ↓	mAP @ .5 ↑
Faster-rcnn-MobileNet [35]	19.4M	-	74.2MB	32.8
Faster-rcnn-inception-resnet [35]	-	-	-	38.9
YOLOv6l [46]	58.5M	144.0G	112.0 MB	61.9
YOLOv6m [46]	34.3M	82.0G	71.5 MB	59.6
YOLOv6s [46]	17.2M	44.2G	36.3 MB	58.9
YOLOR [38]	37.0M	40.5G	141.6 M	60.3
YOLOR-Light-v1 (undistilled)	17.6M	23.2G	67.3 MB	37.6
Mobile-YOLOR-v1 undistilled)	17.2M	23.2G	66.1 MB	27.9
YOLOR-Light-v1 (distilled)	17.6M	23.2G	67.3 MB	42.7
Mobile-YOLOR-v1 (distilled)	17.2M	23.2G	66.1 MB	33.4
YOLOR-Light-v2 (undistilled)	20.5M	20.3G	78.4 MB	55.7
Mobile-YOLOR-v2 (undistilled)	18.2M	25.6G	72.4 MB	50.6
YOLOR-Light-v2 (distilled)	20.5M	20.3G	78.4 MB	60.4
Mobile-YOLOR-v2 (distilled)	18.2M	25.6G	72.4 MB	54.2