In this work we introduce and analyze algorithms for fractal image compression on massively parallel SIMD arrays. The di erent algorithms discussed di er signi cantly in terms of their communication and computation structure. Therefore the most suited algorithm for a given architecture may be selected according to our investigations. Experimental results compare the performance of the algorithms on the 2-D mesh array of the MasPar MP-2.