NU-Class Net: A Novel Deep Learning-based Approach for Video Quality Enhancement

arXiv:2401.01163v2 Announce Type: replace
Abstract: Video content has experienced a surge in popularity, asserting its dominance over internet traffic and Internet of Things (IoT) networks. Video compression has long been regarded as the primary means of efficiently managing the substantial multimedia traffic generated by video-capturing devices. Nevertheless, video compression algorithms entail significant computational demands in order to achieve substantial compression ratios. This complexity presents a formidable challenge when implementing efficient video coding standards in resource-constrained embedded systems, such as IoT …

abstract arxiv class compression cs.cv cs.mm deep learning devices generated internet internet of things iot multimedia networks novel quality traffic type video video compression video quality video quality enhancement