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Fast and Dense Denoising Convolutional Neural Network

2021 International Conference on Digital Society and Intelligent Systems (DSInS)(2021)

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摘要
Deep neural networks show us their superior image denoising capability due to the powerful fitting ability. However, they suffer from the following drawbacks: (i) too deep neural networks often imply a very large number of parameters and considerable computational overhead; (ii) neural networks that are too deep are difficult to converge by training and may lead to degradation. In this study, we p...
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关键词
Deep learning,Training,Computational modeling,Noise reduction,Neural networks,Urban areas,Lightweight structures
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