Interactive visualization and analysis of large and complex volume data is still a big challenge. Compression-domain volume rendering methods have shown that mathematical tools to represent and com- press large data are very successful. We use a new framework that is widely used for data approximation and tensor approximation (TA). Specific properties of the TA bases are elaborated in the context of multiresolution and multiscale volume visualization.