This Special Issue aims to foster discussions and collaboration within the community, and promote the advancements in the application of computer vision and machine learning in robotics. Researchers, practitioners, and academics are invited to submit their original and high-quality papers on the latest developments in this field. Submitted manuscripts should not have been published previously, and will be peer-reviewed. Topics of interest include perception, navigation, control, big data analytics, and human-robot interaction.