Super-resolution (SR) plays a crucial role in improving the image quality of magnetic resonance imaging (MRI). MRI produces multi-contrast images and can provide clear display soft tissues. However, current super-resolution methods only employ single contrast, or use simple fusion mechanism, ignoring rich relations among different contrasts, which are valuable for SR. In this work, we propose m...