Table 5 Complexity and real-time performance comparison of prevalent detectors before and after applying the proposed PSEM and SDWH.
From: Efficient underwater object detection based on feature enhancement and attention detection head
Detector | FLOPs (GFLOPs) | Params (M) | FPS |
|---|---|---|---|
YOLOv8n | 8.1 | 30.0 | 80 |
YOLOv8Plus | 8.9 | 31.4 | 73 |
YOLOv5n | 7.1 | 25.0 | 89 |
YOLOv5Plus | 8.4 | 28.9 | 80 |
YOLOv6n | 11.8 | 42.3 | 99 |
YOLOv6Plus | 12.9 | 46.7 | 85 |