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MetaImage is a text-based tagged file format for medical images. It also supports a variety of objects that occur in medicine such a tubes (for vessels, needles, etc.), blobs (for arbitrary shaped objects), cubes, spheres, etc. The complete library is known as MetaIO.
For more information, see the MetaIO documentation.