Table 3 Comparison results of framework performance.

From: Synergistic enhancement of detection-tracking framework for zebrafish shoaling behavior analysis

Framework

CTR↑ (%)

CIR↑ (%)

MR↓ (%)

FPS↑

YOLOv8s \(+\) original deepsort

78.21

84.78

14.01

21.7

ZebraYOLO \(+\) original deepsort

87.94

91.67

10.63

19.2

ZebraYOLO \(+\) improved deepsort

98.22

97.09

2.16

17.9