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Toggle navigation >>> charlesleifer.com /blog /code /contact /resume October 23, 2012 17:23 / 17 comments / algorithms python I'm working on a little photography website for my Dad and thought it would be neat to extract color information from photographs. I tried a couple of different approaches before finding one that works pretty well. This approach uses k-means clustering to cluster the pixels in groups based on their color. The center of those resulting clusters are then the "dominant" colors. k-means is a great fit for this problem because it is (usually) fast. It has the caveat of requiring you to specify up-front how many clusters you want -- I found that it works well when I specified around 3. I'm no expert on data-mining -- almost all my experience comes from reading Toby Segaran's excellent book Programming Collective Intelligence . I...