The uptake of a virus into a host cell that begins when material is taken up into plasma membrane caveolae which then pinch off to form endocytic caveolar carriers containing the virus. The caveolar carriers then deliver their viral content to early endosomes, and ends when the viral nucleic acid is released into the host cytoplasm when the viral membrane fuses with the endosomal membrane.