1. A method for multimodal human-vehicle interaction, comprising: receiving input from an occupant in a vehicle via more than one mode; performing multimodal recognition of the input; augmenting at least one recognition hypothesis based on at least one visual point of interest; determining a belief state of the occupant's intent based on the recognition hypothesis; and selecting an action to take based on the determined belief state.