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Structure of the dilated residual convolution block, the encoder sub-unit in LF-DRAG-UNet. Three parallel branches containing atrous convolutions with dilation rates of d = 1, d = 3, and d = 5 are used to expand the receptive field of the convolution layers. The outputs of all branches are added to the input for residual learning.
