Pain Facial Expression Recognition from Video Sequences Using Spatio-temporal Local Binary Patterns and Tracking Fiducial Points
- سال انتشار: 1399
- محل انتشار: ماهنامه بین المللی مهندسی، دوره: 33، شماره: 5
- کد COI اختصاصی: JR_IJE-33-5_038
- زبان مقاله: انگلیسی
- تعداد مشاهده: 378
نویسندگان
Computer Engineering & IT Department, Shahrood University of Technology, Shahrood, Iran
Department of Strategic Management, Bank Melli Iran, Tehran, Iran
Computer Engineering & IT Department, Shahrood University of Technology, Shahrood, Iran
Faculty of Engineering, East Guilan, University of Guilan, Guilan, Iran
چکیده
Monitoring the facial expressions of patients in clinical environments is a necessity in addition to vital sign monitoring. Pain monitoring of patients by facial expressions from video sequences eliminates the need for another person to accompany patients. In this paper, a novel approach is presented to monitor the expression of face and notify in case of pain using tracking fiducial points of face in video sequences and spatio-temporal Local Binary Patterns (LBPs) for eyes and eyebrows. The motion of eight fiducial points on facial features such as mouth, eyes, eyebrows are tracked by Lucas-Kanade algorithm and the movement angles are recorded in a feature vector which along with the spatio-temporal histogram of LBPs creates a concatenated feature vector. Spatio-temporal LBPs boost the proposed algorithm to capture minor deformations on eyes and eyebrows. The feature vectors are then compared and classified using the Chi-square similarity measure. Experimental results show that leveraging spatio-temporal LBPs improves the accuracy by 12% on STOIC database.کلیدواژه ها
Facial expression, Tracking fiducial points, Spatio-temporal, Local Binary Patterns, Pain expression, Video sequencesاطلاعات بیشتر در مورد COI
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