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PeLK: Parameter-efficient Large Kernel ConvNets with Peripheral Convolution
Due to these issues, current CNNs compromise to scale up to 51x51 in the form of stripe convolution (i. e., 51x5 + 5x51) and start to saturate as the kernel size continues growing.
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