基于改进Mobilenet-YOLOv3的轻量级水下生物检测算法
郝琨,王阔,王贝贝
Lightweight underwater biological detection algorithm based on improved Mobilenet-YOLOv3
Kun HAO,Kuo WANG,Bei-bei WANG
表 5
不同算法检测结果对比
Tab.5
Comparison of detection results of different algorithms
网络模型
Para/MB
M
/MB
T
/ms
EfficientDet-D1
6.60
25.64
22.6
SSD
23.75
90.61
31.0
YOLOv3
61.52
235.10
9.9
Mobilenet-YOLOv3
22.68
91.08
5.9
Tiny YOLOv3
8.67
33.17
2.6
Tiny YOLOv4
5.60
22.50
4.8
YOLO Nano
2.85
11.22
53.5
CPM-YOLOv3
1.14
4.86
5.1