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Fast, Accurate and Lightweight Super-Resolution with …
WebNov 17, 2024 · Deep neural networks with a massive number of layers have made a remarkable breakthrough on single image super-resolution (SR), but sacrifice computation complexity and memory storage. To address this problem, we focus on the lightweight models for fast and accurate image SR. WebJan 1, 2024 · The pioneer work in this category referred as the Super-Resolution Convolutional Neural Network (SRCNN) is carried out by Dong et al. [4] which consists of three convolution layers. After that, many methods have been proposed to improve the performance of SR images by stacking more number of convolution layers [7, 10, 11, 18, … tivo kodi skin
LatticeNet: Towards Lightweight Image Super-Resolution with …
WebJan 30, 2024 · Lightweight image super-resolution (SR) networks have the utmost significance for real-world applications. There are several deep learning based SR methods with remarkable performance, but their memory and computational cost are hindrances in practical usage. WebFast, Accurate and Lightweight Super-Resolution with Neural Architecture Search. Deep convolutional neural networks demonstrate impressive results in the super-resolution … WebNow most high-performance models are deployed to the cloud, which will not only affect the real-time performance of the model, but also restrict the wide use of the model. How to designing a lightweight detector that can be deployed off-line on non-cloud devices is a promising way to get highperformance for artificial intelligence applications. Hence, this … tivoli 11 planks