Pathogen Detection on AquaMicro12K (test)
94.8mAP@0.5AquaFusionNet
Evaluation Results
| Method | Links | |
|---|---|---|
| AquaFusionNetParams (M)=8.7, Size (MB)=8.7, FPS (Jetson Nano)=41, Power (W)=4.8, Quantization=INT82025.12 | 94.8 | |
| RT-DETR-LiteParams (M)=6.8, Size (MB)=13.2, FPS (Jetson Nano)=38, Power (W)=6.8, Quantization=INT82025.12 | 93.1 | |
| DAMO-YOLOParams (M)=4.5, Size (MB)=9.2, FPS (Jetson Nano)=42, Power (W)=6.3, Quantization=INT82025.12 | 92.9 | |
| YOLOv10nParams (M)=2.8, Size (MB)=5.6, FPS (Jetson Nano)=50, Power (W)=6, Quantization=INT82025.12 | 92.4 | |
| YOLOv8nParams (M)=3.2, Size (MB)=6.4, FPS (Jetson Nano)=48, Power (W)=5.9, Quantization=INT82025.12 | 91.7 | |
| PP-PicoDet-LParams (M)=3.6, Size (MB)=7.5, FPS (Jetson Nano)=45, Power (W)=5.7, Quantization=INT82025.12 | 90.8 | |
| EfficientDet-Lite0Params (M)=4, Size (MB)=8.1, FPS (Jetson Nano)=35, Power (W)=6.5, Quantization=INT82025.12 | 90.5 | |
| YOLOv5nParams (M)=1.9, Size (MB)=4.1, FPS (Jetson Nano)=52, Power (W)=5.3, Quantization=INT82025.12 | 89.3 | |
| NanoDet-PlusParams (M)=0.95, Size (MB)=2.1, FPS (Jetson Nano)=61, Power (W)=5.4, Quantization=INT82025.12 | 88.9 |