Scientific reports
AE-LFOG-YOLO: robust safety helmet detection via adaptive anchors and illumination invariant learning.
Suimei Liu, Jun Wang
Published: 202610.1038/s41598-026-37326-z
Abstract
In high-risk industrial environments such as tunnel construction, reliable safety helmet detection is critical for preventing head injuries. However, severe illumination inhomogeneity and multi-scale object appearances pose significant challenges to…
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