Table 6 Parameter counts comparison between YOLOv8n and our model.
From: A lightweight detection model for gummosis on tree branches based on an improved YOLO algorithm
Model | YOLOv8n (Params) | YOLOv8 + SENetV2 + CCFM (Params) | Difference | Increase (%) |
|---|---|---|---|---|
Backbone | 1,272,656 | 1,286,096 | +13,440 | +1.06% |
Neck | 986,880 | 753,408 | − 233,472 | − 23.66% |
Head | 751,507 | 751,507 | – | – |
Total | 3,011,043 | 2,791,011 | − 220,032 | − 7.31% |
