研究目的
Investigating the improvement of a system for measuring VDT working hours using a webcam to recognize users wearing glasses or masks.
研究成果
The proposed method successfully improved the existing system by correctly recognizing users wearing glasses and masks, with discrimination ratios high enough for practical use under certain conditions.
研究不足
The system cannot always recognize the existence of the user when there are objects with similar color to human skin in the background. Errors occur when the user is too far from the camera or when part of the face is out of the camera frame.
1:Experimental Design and Method Selection:
The system monitors the PC user using images obtained by a common webcam, with improvements to recognize users wearing glasses or masks in YCbCr color space.
2:Sample Selection and Data Sources:
10 participants in two laboratory rooms, with images classified into 'Appearance' and 'Absence'.
3:List of Experimental Equipment and Materials:
Logicool
4:3-MP Webcam CExperimental Procedures and Operational Workflow:
The system takes pictures of the front of the PC and discriminates appearance of the user per minute, using SVM for discrimination.
5:Data Analysis Methods:
Performance represented by ratios of Precision and Recall.
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