Table 10 Description of benchmark dataset.

From: Automated non-PPE detection on construction sites using YOLOv10 and transformer architectures for surveillance and body worn cameras with benchmark datasets

Dataset name

Number of images

Numbers of non-safety helmet

Safety Helmet Wearing-Dataset

(SHWD) 39

832

921

Safety Helmet Computer Vision Project (SHCVP) 40

1,321

1,625

Safety Helmet Detection

(SHD) 41

1,537

1,011

Hard Hat Workers Dataset

(HHWD) 42

1,135

837

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