However, previous attention approaches typically are of a single receptive field, which are difficult to capture rich structural affinities from different scales, harming salient region inferring effect. In this paper, we propose a multi-receptive field attention (MRFA) for person re-identification. ...
Consequently, this study introduces an innovative multi-receptive-field physics-informed neural network (MRF-PINN) designed to tackle nano optical scattering predicaments inherent in media exhibiting dispersion, inhomogeneity, anisotropy, nonlinearity, and chirality. This framework adeptly captures ...
Indeed, although one can conceive that the activity of a spinal neurone will increase as a nociceptive stimulus covers an increasingly large part of its excitatory receptive field, the responses evoked by stimulation of areas larger than that of the field have not been studied. Given that any ...
The literature [45] introduces the ResNet and SENet modules into the U-Net model to enhance the receptive field in the feature extraction stage. Show abstract Learning multi-level structural information for small organ segmentation 2022, Signal Processing Show abstract Semantic segmentation of ...
He, Z., Cao, Y., Du, L., Xu, B., Yang, J., Cao, Y., Tang, S., Zhuang, Y.: MRFN: multi-receptive-field network for fast and accurate single image super-resolution. IEEE Trans. Multimed. 22(4), 1042–1054 (2020). https://doi.org/10.1109/TMM.2019.2937688 Article Google Sch...
c, Receptive field sizes overlaid on example frame from bees dataset. Source data Extended Data Fig. 5 Pretrained encoder backbone models. a, Transfer learning performance across all tested pretrained encoder model architectures. Accuracy evaluated on held-out test set of flies dataset using the ...
针对语义分割问题 semantic segmentation,这里使用 dilated convolutions 得到multi-scale context 信息来提升分割效果。 dilated convolutions: 首先来看看膨胀卷积 dilated convolutions , 图(a):就是一个常规的 3*3 卷积,1-dilated convolution 得到 F1, F1的每个位置的 receptive field 是 3×3 图(b): 在 F1...
为了解决上述问题,我们设计了一种多尺度扩张残差块(MDRB)fMDRB multi-scale dilated residual block (MDRB),它不仅可以有效地扩大感受野 receptive field 以感知帧之间的大像素运动, 还可以 在扩张卷积的帮助下可以很好地保留对象边界细节 捕获多尺度上下文信息。
In the new framework, Inception-V4 are integrated with multi-scale receptive field to extract a multi-scale features to represent the hot rolled steel defects. A group of the AutoEncoders are trained to adaptively reduce the dimension of the multi-scale features to improve generalization ability ...
Temporal receptive fields (calculated from the spatial receptive field centers) of all cell types.c, One-dimensional slices through the centers of the spatial receptive fields fromaalong the azimuth (left) and elevation (right).d, Comparison of spatial receptive field areas.e, Comparison of the ...