图像去噪与滤波

会议/期刊名称与缩写:
CVPR: IEEE Conference on Computer Vision and Pattern Recognition
ICCV: IEEE International Conference on Computer Vision
ECCV: European Conference on Computer Vision
TPAMI: IEEE Transactions on Pattern Analysis and Machine Intelligence
TIP: IEEE Transactions on Image Processing
ICIP: International Conference on Image Processing
NeurLPS: Neural Information Processing System

去噪与滤波基础


· 图像噪声的种类


· 图像去噪与滤波概览



引导滤波(Guided Image Filtering)


· 引导滤波及其代码实现(Guided Image Filtering)


· 快速引导滤波及其代码实现(Fast Guided Filter)


· 加权引导滤波(Weighted Guided Image Filtering)

· 相互地引导滤波(Mutually Guided Image Filtering)

· 梯度域引导滤波(Gradient Domain Guided Image Filtering)

· 非凸势能引导滤波(Robust Guided Image Filtering Using Nonconvex Potentials)



深度学习去噪


· Noise2Noise – Learning Image Restoration without Clean Data (2018 ICML)

· Noise2Void – Learning Denoising from Single Noisy Images (2018 CVPR)



图像去雾算法(Haze Removal)


· 单幅图像基于暗通道先验知识的去雾算法(2009 CVPR best paper)


· Unpaired Image Dehazing With Physical-Guided Restoration and Depth-Guided Refinement(2022 CVPR)