This Special Issue calls for research articles that present innovative methods or applications that infuse knowledge in remote sensing data processing. It is important to include explicit knowledge in data-intensive studies, which has huge potential to bring new thoughts and approaches in the field of remote sensing. Review and perspective articles that offer insights on this field of research are also welcome.