a method and a system is provided for deinterlacing interlaced video containing an interlaced image field f including scan lines of multiple pixels . such deinterlacing involves detecting the one or more edge directions in the image field f using principal component analysis , and performing spatial interpolation to reconstruct a missing pixel value in the image field f substantially along each of the one or more detected edge directions .