Single Image Super-Resolution Based on Global-Local Information Synergy

arXiv:2405.01085v1 Announce Type: new
Abstract: Although several image super-resolution solutions exist, they still face many challenges. CNN-based algorithms, despite the reduction in computational complexity, still need to improve their accuracy. While Transformer-based algorithms have higher accuracy, their ultra-high computational complexity makes them difficult to be accepted in practical applications. To overcome the existing challenges, a novel super-resolution reconstruction algorithm is proposed in this paper. The algorithm achieves a significant increase in accuracy through a unique design while maintaining a low …

abstract accuracy algorithms applications arxiv challenges cnn complexity computational cs.cv face global image information practical resolution solutions synergy them transformer type while