Temporal super resolution of ultrasound images using compressive sensing

•The combination of the temporal and spatial information in compressive sensing (CS) method for frame rate enhancement of 2D and 3D dynamic ultrasound imaging.•Using the three sparsity bases including fixed sparsity basis, fixed overcomplete dictionary and learned overcomplete dictionary for sparse representation of the images in Spatio-Temporal domain.•Much better quality and less error for reconstructed images using spatio-temporal method than those which reconstructed using conventional spatial CS method.•Increasing the frame rate of the ultrasound imaging.