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Dual-domain strip attention for image restoration Yuning Cui, Alois Knoll Installation The project is built with PyTorch 3.8, PyTorch 1.8.1. CUDA 10.2, cuDNN 7.6.5 For installing, follow these instructions: conda install pytorch=1.8.1 torchvision=0.9.1 -c pytorch pip install tensorboard einops...
Cui, Y., Knoll, A.: Dual-domain strip attention for image restoration. Neural Netw. 171, 429–439 (2024) Article Google Scholar Wang, Q., Wu, B., Zhu, P., Li, P., Zuo, W. and Hu, Q.: ECA-Net: Efficient channel attention for deep convolutional neural networks. In: Proceeding...
First, our CNN architecture module that combines the dual attention mechanism of coordinate attention and spatial attention. The module is superior in automatically learning different shapes and sizes of the target structure, implicitly learning to suppress irrelevant regions in the image during model ...
A strip position attention mechanism is added between each residual block to strengthen the coherent semantic information of a road. A long-distance shortcut connection operation is introduced to preserve the spatial information characteristics of the original image during the downsampling proc...
This work is devoted to investigating the transient thermomechanical responses of an orthotropic fiber-reinforced strip containing a crack aligned along the fiber direction. The non-Fourier, dual-phase-lag theory is employed to account for the finite time required to complete the process of ...
Radiative thermal management is regarded as a promising platform for heating and cooling without external energy consumption, attracting more and more attention11. The most challenging issue to realize this goal is to optimize the unique electromagnetic spectrum of the thermal management materials, maximiz...
Chapter 1 Sun Dual 10GbE SFP+ PCIe ExpressModule Overview 3 FIGURE 1-2 Front Panel Lights and Attention Switch on a transceiver, shown unpopulated. See also FIGURE 3-1 and FIGURE 3-2, which show a populated transceiver. TABLE 1-1 Indicator Lights for Each Port on the ExpressModule Label...
There are two types of average filters with different lengths: the short filter detects pulses with high power in the digital domain and the long filter detects high power in the digital domain, which lasts longer than the thermal constant of the PA. When the output of the averaging filter ...
(Long Reach) XFP Transceiver for the ExpressModule 2 Sun Dual 10GbE XFP PCIe ExpressModule User's Guide • December 2009 FIGURE 1-2 Front Panel LEDs and Power Indicator and Attention Switch Chapter 1 Product Overview 3 Front Panel LED Displays on the ExpressModule Two indicators and two ...