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• W3163128468 abstract "In this paper, we propose an invertible neural network for image denoising (DnINN) inspired by the transform-based denoising framework. The proposed DnINN consists of an invertible neural network called LINN whose architecture is inspired by the lifting scheme in wavelet theory and a sparsity-driven denoising network which is used to remove noise from the transform coefficients. The denoising operation is performed with a single soft-thresholding operation or with a learned iterative shrinkage thresholding network. The forward pass of LINN produces an over-complete representation which is more suitable for denoising. The denoised image is reconstructed using the backward pass of LINN using the output of the denoising network. The simulation results show that the proposed DnINN method achieves results comparable to the DnCNN method while only requiring 1/4 of learnable parameters." @default.
• W3163128468 created "2021-05-24" @default.
• W3163128468 creator A5037501616 @default.
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• W3163128468 date "2021-08-23" @default.
• W3163128468 modified "2023-09-24" @default.
• W3163128468 title "LINN: Lifting Inspired Invertible Neural Network for Image Denoising" @default.
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• W3163128468 doi "https://doi.org/10.23919/eusipco54536.2021.9615931" @default.
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