Super-resolution AFM imaging based on compressive sensing

•CS theory solved the problems of time-consuming and low resolution of AFM imaging.•Six different samples and algorithms are used to estimate the imaging results.•CS algorithm has a good effect on super-resolution AFM imaging, especially when the upscaling factor is large.•The image quality is largely determined by the surface morphology of the sample.