Increase Image Resolution Using Deep Learning MathWorks
The VDSR Network. VDSR is a convolutional neural network architecture designed to perform single image superresolution . The VDSR network learns the mapping between low and highresolution images. This mapping is possible because lowresolution and highresolution images have similar image content and differ primarily in highfrequency details.