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Parallel computing technology is an efficient method for image compression because the encoding/decoding needs fast processing. Vector quantization is a hopeful image compression method and very suitable for parallelism. A new parallel architecture is presented for encoding of vector quantization. The new parallel architecture can deduct communication latency obviously but increase the cost of hardware very little.