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We introduce in this paper a region based multi-focus image fusion algorithm using spatial frequency and genetic algorithm. The basic idea is to divide the source images into blocks, and then select the corresponding blocks with higher spatial frequency value to construct the resultant fused image. GA is brought forward to determine the suitable sizes of the block.