A method of visualizing and retrieving data files includes displaying a plurality of images representing data files on a display device using a first distance metric between each data file. A portion of the images is redisplayed on the display device using a refined distance metric. Optionally, the method repeats the redisplaying step until a desired data file is identifiable. Then, the desired data file is retrieved.