Speckle noise removal based on structural convolutional neural networks with feature fusion for medical image

作者:

Highlights:

• A new model based on structural CNN with feature fusion is proposed.

• The proposed method can guide U-Net to reconstruct clean image model.

• The model is proved to be effective in groups of medical images denoising tests.

摘要

•A new model based on structural CNN with feature fusion is proposed.•The proposed method can guide U-Net to reconstruct clean image model.•The model is proved to be effective in groups of medical images denoising tests.

论文关键词:Image denoising,Speckle noise,Convolutional neural network,Medical image

论文评审过程:Received 6 December 2020, Revised 7 September 2021, Accepted 13 September 2021, Available online 25 September 2021, Version of Record 6 October 2021.

论文官网地址:https://doi.org/10.1016/j.image.2021.116500