We developed a 3D-RSD algorithm to detect nuclei in 3-D image space.
3D-RSD can effectively deal with highly confluent specimens.
3D-RSD is fast and more accurate than three other reference methods, and can be used in high-content screening tasks to evaluate drug efficacy in human cancer cell lines.