In this work, we propose a deep spatial-wise attention residual network (SARN) for SISR. Specifically, we propose a novel spatial attention block (SAB) to rescale pixel-wise features by explicitly modeling interdependencies between pixels on each feature map, encoding where (i.e., attentive ...
The proposed CS-Net consists of three phases: the encoder module, the channel and spatial attention module (CSAM), and the decoder module, as shown in Fig.1. The feature encoder module includes four encoder blocks, and the residual network (ResNet) block was employed as the backbone for ea...
Residual dense blockAttentionIn this paper, we propose an attention-guided dual spatial-temporal non-local network for video super-resolution (ADNLVSR). We integrate temporal and spatial non-local self-similar contexts from continuous video frames after motion compensation, and merge the features of ...
Meanwhile, unlike M-Net, where the contextual information is directly fed from the encoder to the decoder by skip connections, a spatial attention block (SAB) is introduced in our proposed network to focus on the relevant significant features and ignore the redundant features in the spatial ...
Secondly, a novel Spatial Attention Block (SAB) is designed to accurately locate the salient features of pedestrains and suppress background noises. Finally, we draw on the idea of Feature Pyramid Network (FPN) to design the Attention Embedded Pyramid Module (AEPM), which combines high-level ...
there is a lack of attention paid to spatial features; b. there is a lack of scale-invariant feature modelling; and c. the convolutional spatial attention block (C-SAB) mechanism is available in the literature, but it exploits limited feature sets from its input features to obtain a spatial...
Much attention has been paid to the relationship between location and crime. Crime Prevention through Environmental Design (CPTED) has been considered as a necessary component in city planning in the western nations since 1970s. Previous studies have widely examined the relationship between environmental...
Typical interatomic distances in organic compounds and organometallic compounds and coordination complexes of the d- and f-block metals. In Structure Correlation; Burgi, H.-B., Dunitz, J.D., Eds.; Wiley-VCH: Weinheim, Germany, 1994; Volume 2, pp. 741–926. 20. Zefirov, N.S.; Palyul...