The synthesis of medical image acquisition and principles of image contrast formation can yield powerful diagnostic tools. A classic example in MRI is automated fat-water separation, and myriad related strategies to quantify tissue fat content. A historical method is illustrated, where phase differences observed on dual-echo, gradient echo images are disambiguated by a region growing algorithm–into mostly fat, or mostly water subregions.