This special issue focuses on deep learning-based image/video restoration techniques and their applications in sensing. It covers topics such as super resolution, denoising, deblurring, compression artifact reduction, deraining, dehazing, and restoration-assisted object detection and segmentation. The goal is to present recent advances in deep learning-based image/video restoration techniques and their applications in sensing.