Resolution Enhancement

This research project is mainly focusing on various applications of image resolution enhancement, including natural image super-resolution, the fusion of panchromatic and multispectral images from satellites (also called pansharpening), and the fusion of multispectral and hyperspectral images (also called MSI&HSI fusion or HSI super-resolution), etc. We previously utilized the tools of PDE and optimization modeling to conduct the above tasks. Recently, we partially turn the direction to formulate the novel and practical deep-learning approaches for the job of resolution enhancement, as well as obtain state-of-the-art outcomes. Until now, our group has published many related papers on the flagship journals and conferences, e.g., IEEE TIP, Infor. Fusion, IEEE TCSVT, IEEE ICIP, IEEE IGARSS, etc.