N-Gram in image:图像中的N-Gram应具有上述属性。因此,我们将uni-Gram定义为Swin Transformer中的非重叠局部窗口,在该窗口中,像素通过自注意(SA)相互作用。N-Gram被定义为较大的窗口,包括每个uni-Gram的邻居。 举个栗子: 每个windows为uni-Gram,这个windows(绿色)和它的邻居windows(红色)这个整体就是N-Gram。然...
Lightweight image super-resolutionNon-locally enhanced moduleStructure-aware channel attentionDeep convolutional neural networks (CNNs) with strong expressive ability have achieved impressive performances on single image super-resolution (SISR). However, their excessive amounts of convolutions and parameters ...
与主流的窗口分区策略相结合,OSA可以在引人注目的计算预算下实现卓越的性能。 2.提出了一种多尺度分层聚合块,称为全尺度聚合组(Omni-Scale aggregation Group)。(简称OSAG),OSAG构建了三个级联聚合器:局部卷积(用于局部细节)、中观自注意(专注于中尺度模式处理)和全局自注意(追求全局上下文理解),促进局部传播和全局...
Key words:super-resolution reconstruction,lightweight network,Dynamic Adaptive Cascade Network(DACN),dynamic convolution,attention mechanism,Deep Learning(DL) 摘要:轻量化超分辨率网络对安防监控、实时人脸识别等领域具有重要意义。然而,现有超分辨率重建网络以牺牲内存和计算成本为代价提高重建效果,从而限制其在实际场...
Blueprint Separable Residual Network for Lightweight Image Super-Resolution 实现过程 作为一位经验丰富的开发者,我将指导你如何实现“Blueprint Separable Residual Network for Lightweight Image Super-Resolution”这个任务。 整体流程 下面是实现该任务的步骤概览: ...
Lightweight Image Super-Resolution with Enhanced CNN(LESRCNN)is conducted by Chunwei Tian, Ruibin Zhuge, Zhihao Wu, Yong Xu, Wangmeng Zuo, Chen Chen and Chia-Wen Lin, and accepted by Knowledge-Based Systems (IF:8.139) in 2020. It is implemented by Pytorch. And it is reported by Cver ...
超分辨率:LatticeNet:Towards Lightweight Image Super-resolution with Lattice Block,程序员大本营,技术文章内容聚合第一站。
文献阅读:Lightweight Image Super-Resolution with Information Multi-distillation Network (ACMM2019),程序员大本营,技术文章内容聚合第一站。
Although deep learning-based methods have achieved significant improvements in image super-resolution (SR), current CNN-based techniques mainly contain massive parameters and a high computational complexity, limiting their practical applications. In this paper, we present a fast and lightweight framework,...
Lightweight Image Super-Resolution with Information Multi-distillation Network (ACM MM 2019) [arXiv][Poster][ACM DL] ✨ News Nov 26, 2021.Add IMDN_RTC tflite model. CVPR 2022 Workshop NTIRE report The IMDN+ got theSecond Runner-upat NTIRE 2022 Efficient SR Challenge (Sub-Track2 - Overa...