In this paper, we have presented our study of using vector quantization and fractal dimension to search images containing the same feature. We have proposed an algorithm to cluster and then compare images with codeword in the codebook. With visual inspection, we are satisfied with the result of the algorithm. It demonstrates that the algorithm had succeeded in selecting images that contain the same feature as codeword.