Table 4 Comparison between the proposed method and other state-of-the-art object detection networks
From: A method for small-sized wheat seedlings detection: from annotation mode to model construction
Method | Image size | AP | FPS | Params (M) |
|---|---|---|---|---|
Proposed | 400 × 400 | 90.1% | 35 | 2.6 |
YOLOv5 | 400 × 400 | 66.5% | 30 | 1.9 |
YOLOv7 | 400 × 400 | 61.3% | 28 | 6.2 |
YOLOv3 | 400 × 400 | 63.0% | 25 | 61.5 |
SSD | 400 × 400 | 68.3% | 19 | 24.4 |
RetinaNet | 400 × 400 | 65.4% | 15 | 93.8 |
Faster-RCNN | 400 × 400 | 60.2% | 17 | 98.8 |