2 Video-based Facial Expression Capture Tracking for multiple facial features is a challenging and important topic in computer vision area. Kass, et al. proposed Snakes (Active Contour Model) to track the contour of lips. Snakes are energy-minimizing splines guided by constraints. They can be used to obtain smooth feature.