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MixModule: Mixed CNN Kernel Module for Medical Image Segmentation [article]

Henry H. Yu, Xue Feng, Hao Sun, Ziwen Wang
2020 arXiv   pre-print
Convolutional neural networks (CNNs) have been successfully applied to medical image classification, segmentation, and related tasks.  ...  In this paper, we propose a module that combines the benefits of multiple kernel sizes and we apply the proposed module to U-Net and its variants.  ...  PROPOSED METHOD MixModule MixModule contains multiple sizes of convolution kernels to capture different ranges of semantic information which is crucial for medical images that emphasize the details of  ... 
arXiv:1910.08728v2 fatcat:q2vi2ct62neidbwfhtlaq7k3he