1. A method of registering images obtained by multiple modalities, comprising the steps of: obtaining a first intensity image; from the first intensity image, extracting multiple image features; from the multiple image features, determining an optimal feature ensemble; and using the optimal feature ensemble in a predetermined similarity metric, registering the first intensity image to another intensity image, wherein the first and second intensity images are obtained using different modalities.