Our proposed technique successfully performs automatic segmentation of the spine surface - specifically the laminae, ligamentum flava, spinous, transverse, and articular processes - and can be extended to any bone anatomy present in an US image. This has implications for 3D visualization of bone surfaces and, without loss of generality, the vertebral column.