Table 2 Performance of the YOLO series detectors using PSEM and SDWH assessed on UTDAC2020 dataset.
From: Efficient underwater object detection based on feature enhancement and attention detection head
Detector | mAP | AP50 | AP75 | APs | APm | APl |
|---|---|---|---|---|---|---|
MMFSSD58 | 72.9 | 72.5 | 39.8 | 15.2 | 32.5 | 43.1 |
MIPAM-YOLO59 | 81.2 | 80.8 | 48.2 | 19.7 | 38.5 | 50.2 |
Improved-YOLOX60 | 78.4 | 78.0 | 45.7 | 18.2 | 37.7 | 48.2 |
LightWeight5 | 77.8 | 77.4 | 44.2 | 17.7 | 36.2 | 47.2 |
KCF-Faster R-cnn61 | 79.8 | 79.5 | 46.7 | 18.6 | 39.4 | 48.9 |
YOLOv5Plus | 81.8 | 81.2 | 49.1 | 20.4 | 39.2 | 50.9 |
YOLOv6Plus | 80.2 | 79.6 | 46.6 | 18.7 | 39.4 | 48.4 |
YOLOv8Plus | 82.9 | 82.4 | 48.4 | 20.7 | 40.6 | 51.1 |
