Table 2 Quantitative performance comparison of AquaYOLO variants on the DePondFi dataset.
From: AquaYOLO: Advanced YOLO-based fish detection for optimized aquaculture pond monitoring
MODELS | Image Size | Epoch | mAP@50 | mAP@50-95 | GFLOP | Parameter | IoU | Prediction-Time(ms) |
|---|---|---|---|---|---|---|---|---|
AquaYOLO#1 | 640\(\times\)640 | 25 | 0.881 | 0.474 | 119.3 | 16,280,800 | 0.5 | 0.2 |
AquaYOLO#2 | 640\(\times\)640 | 25 | 0.893 | 0.497 | 150.5 | 53,187,552 | 0.5 | 0.2 |
AquaYOLO#3 | 640\(\times\)640 | 25 | 0.874 | 0.489 | 134.3 | 80,158,688 | 0.5 | 0.3 |
Proposed AquaYOLO | 640\(\times\)640 | 25 | 0.909 | 0.520 | 150.3 | 53,147,025 | 0.5 | 0.1 |
