Multimodal signals can be defined in general as signals originating from the same physical source, but acquired through different devices, techniques or protocols. This applies for example to audio-visual signals, medical or satellite images. Understanding the joint dependencies of such signals is the first step toward intelligent means for their analysis. Information theory offers a rich theoretical framework in which such dependencies can be emphasized and from this, new methods of signal analysis can be developed.