An intelligent vision-based approach for helmet identification for work safety.

•An intelligent vision-based approach for helmet identification is proposed.•HOG descriptor and SVM are utilized for pedestrian detection.•Color-based hybrid descriptor and H-SVM are utilized for helmet identification.•Image segments are classified into four classes, red, yellow, blue, and non-helmet.