guanfuchen / deep_denoise

常用深度学习方法进行图像去噪方法研究

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deep_denoise


image denoise algorithms

这个仓库旨在实现常用的基于深度学习的图像去噪算法,主要参考如下:

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论文资料

  • Deep Learning for Image Denoising: A Survey,较为浅显的图像去噪综述。
  • A non-local algorithm for image denoising
  • Efficient Belief Propagation with Learned Higher-order Markov Random Fields
  • Kernel-Predicting Convolutional Networks for Denoising Monte Carlo Renderings
  • Image Denoising by Sparse 3-D Transform-Domain Collaborative Filtering
  • Block-Matching Convolutional Neural Network for Image Denoising
  • Correction by Projection: Denoising Images with Generative Adversarial Networks
  • Deep convolutional networks with residual learning for accurate spectral-spatial denoising
  • Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising
  • Dilated Deep Residual Network for Image Denoising
  • External Prior Guided Internal Prior Learning for Real-World Noisy Image Denoising
  • DN-ResNet: Efficient Deep Residual Network for Image Denoising
  • ...

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常用深度学习方法进行图像去噪方法研究