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This paper proposes a novel edge-directed sub-pixel extraction method for still images. The basic idea is to decompose the mixed pixels present at the low spatial resolution images into four sub pixels using edge-directed models, thus to localize the mixed pixels in a smaller region. The pixels marked as edge pixels in low resolution images are mixture of different end-members with different spectral...