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Improvement of Helmet Detection Algorithm Based on YOLOv8 Cover
By: Danyang Li and  Jianguo Wang  
Open Access
|Dec 2024

Figures & Tables

Figure 1.

DCN module structure
DCN module structure

Figure 2.

YOLOv8s+DCN
YOLOv8s+DCN

Figure 3.

CBAM Network Architecture
CBAM Network Architecture

Figure 4.

YOLOv8s+DCN+CBAM Network Architecture
YOLOv8s+DCN+CBAM Network Architecture

Figure 5.

Before
Before

Figure 6.

After
After

Figure 7.

Loss Curve
Loss Curve

Figure 8.

P-R curve
P-R curve

Experimental Results

MethodP (%)R(%)mAP@.5(%)
YOLO v8sDC NCBA MGIOU
67.358.964.6
72.656.364.3
71.460.165.7
70.158.465.7
72.559.365.9
Language: English
Page range: 28 - 34
Published on: Dec 31, 2024
Published by: Xi’an Technological University
In partnership with: Paradigm Publishing Services
Publication frequency: 4 issues per year

© 2024 Danyang Li, Jianguo Wang, published by Xi’an Technological University
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 License.