This project focuses on concealed object detection ... both YOLOv5 and YOLOv8 have similar architecture. Structure of YOLOv8m The architecture of the YOLOv8m model is illustrated below: After training ...

Therefore, an object detection algorithm used in USVs should have high detection s peed and accuracy. In this paper, a YOLOv5 lightweight object detection algorithm using a Ghost module ... between ...

This paper presents a comparative study of object detection using YOLOv5 and YOLOv8 for three distinct classes: artemia, cyst, and excrement. Our methodology involves bounding box annotation, contour ...

Lastly, using 5W, eight (8) misdetections in the system, having a total count of only Twenty-four (24) for S8 and forty (40) for S9, for the accuracy-test a 0.70 average accuracy for S8 and a 0.93 for ...