Multi-scale featuresMUSENILM modelSmart gridTime series data? 2024 Elsevier B.V.This paper presents the MUSENILM model, a non-intrusive load decomposition model incorporating a parallel multi-scale attention mechanism to enhance energy monitoring and management in smart grids. The core innovation of ...
Based on U-Net, combined with multi-scale idea and attention mechanism, we designed a new segmentation model. We tested this method on the public datasets, calculated the segmentation metrics and compared several advanced semantic segmentation methods. The experimental results showed that our method ...
First, an attention mechanism block is introduced to construct a new type of residual block combination. Second, a multi-scale structure is constructed by choosing an appropriate convolution kernel size. Finally, the overall framework of MSA-ResNet is constructed for efficient training and failure ...
In order to improve the detection accuracy of the network, it proposes multi-scale feature fusion and attention mechanism net (MFANet) based on deep learning, which integrates pyramid module and channel attention mechanism effectively. Pyramid module is designed for feature fusion in the channel and...
To address this problem, we adopt an attention mechanism to predict how to combine multi-scale predictions togetherat a pixel level, similar to the method proposed by Chen et. al. [1]. (1)We propose a hierarchical attention mechanismby which the network learns to predict a relative weighting...
Melanoma segmentation based on a convolutional neural network (CNN) has recently attracted extensive attention. However, the features captured by CNN are always local that result in discontinuous feature extraction. To solve this problem, we propose a novel multiscale feature fusion network (MSFA-Net...
We propose a novel network named Multi-scale Attention-Net with the dual attention mechanism to enhance the ability of feature representation for liver and tumors segmentation 我们提出了一种新的具有双重注意机制的多尺度注意网络,以增强肝脏和肿瘤分割的特征表示能力。
Facial expression recognition based on multi-scale feature fusion and attention mechanism[J]. Microelectronics & Computer, 2022, 39(3): 34-40. DOI: 10.19304/J.ISSN1000-7180.2021.0799 Citation: SHI Hao, XING Yuhang, CHEN Lian. Facial expression recognition based on multi-scale feature fusion ...
A multi-scale multi-channel CNN introducing a channel-spatial attention mechanism hyperspectral remote sensing image classification method Ru Zhao, Chaozhu Zhang & Dan Xue Article: 2353290 | Received 25 Oct 2023, Accepted 06 May 2024, Published online: 27 May 2024 Cite this article https://doi...
(d_model,heads,self.d_k,bias=True)# Softmax for attention along the time dimension of `key`self.softmax=nn.Softmax(dim=1)self.output=nn.Linear(d_model,d_model)self.dropout=nn.Dropout(dropout_prob)self.scale=1/math.sqrt(self.d_k)# We store attentions so that it can ...