To solve the problem of inaccuracy and large calculation of traditional histogram-based tracker, this paper proposes a local feature-based tracking algorithm using multi-scale texture descriptor for each point. A high-dimensional texture descriptor with discriminative power is defined. Vector operation is applied to points matching and primary mapping is implemented through mean-shift according to the position of spatial point set. Subsequently, the location and scale of the object is determined by verifyin...