For determining a prediction mode parameter, a macroblock of an image is divided into a plurality of blocks; most prediction mode parameters corresponding to a plurality of first blocks along a left most edge of the macroblock are determined; most prediction mode parameters corresponding to a plurality of second blocks along a top most edge of the macroblock are determined; and the most prediction mode parameters of the first and second blocks are stored into a buffer allocated with designated position for the plurality of blocks.