In this talk, Xiaoyong Shen briefly presented the research projects on computer vision during his PhD study. First, He showed the pixel-level manipulation works including image restoration, filtering, denoising, deblurring, etc. Second, approaches for image matching based on image region understanding were introduced. At last, He introduced our recent researches on automatic object segmentation and its wide applications on computer vision and graphics.