Table 5 Comparison of performance for current popular models in Seaships (7000).

From: A streamlined approach for intelligent ship object detection using EL-YOLO algorithm

Result

Model

YOLOV3-tiny58

YOLOv5n59

YOLOv7-tiny60

YOLOv8n45

EL-YOLOn

mAP0.5

0.981

0.981

0.981

0.986

0.988

mAP0.5:0.95

0.73

0.745

0.742

0.783

0.778

PC (M)

8.7

1.8

6.0

3.0

0.5

FLOPs

12.9

4.2

13.1

8.1

4.0

FPS

98.03

90.9

97.08

97.08

106.38

  1. The bolded values indicate the optimal performance, while the italics only values represent the second-best performance.
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