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This paper introduces a real-time image processing algorithm based on run length encoding (RLE) for a vision-based intelligent controller of a Humanoid Robot system. The RLE algorithms identify objects in the image, providing their size and position. The RLE Hough transform is also presented for recognition of landmarks in the image to aid robot localization. The vision system presented has been tested...