CNN-DMRI: A Convolutional Neural Network for Denoising of Magnetic Resonance Images

Pattern Recognition Letters（2020）

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摘要

•A novel CNN is proposed for MRI denoising.•The proposed network utilizes the encoder-decoder structure for denoising of MRI images.•The local and global residual learning are used for the training of the network.•The network has obtained state-of-the-art performance on five MRI datasets.

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关键词

Convolutional Neural Network,Denoising,Encoder-decoder,Magnetic Resonance Imaging,Residual learning

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