深度学习在高光谱图像去噪中的论文大全-一直更新_深度学习高光谱去噪

论文

2017：1

• Hyperspectral imagery denoising by deep learning with trainable nonlinearity function

2018：4

• Deep convolutional networks with residual learning for accurate spectral-spatial denoising
• Trainable spectral difference learning with spatial starting for hyperspectral image denoising(与上和2017的类似)
• Hyperspectral Image Denoising Employing a Spatial-Spectral Deep Residual Convolutional Neural Network，PyTorch版-测试没有结果，训练很快
• HSI-DeNet: Hyperspectral image restoration via convolutional neural network

2019：12

• Deep Spatial–Spectral Representation Learning for Hyperspectral Image Denoising TF
• Hybrid noise removal in hyperspectral imagery with a spatial–spectral gradient network
• Deep Hyperspectral Prior: Single-Image Denoising, Inpainting, Super-Resolution
• A Single Model CNN for Hyperspectral Image Denoising 训练成功
• A 3-d atrous convolution neural network for hyperspectral image denoising
• Hyperspectral image denoising with dual deep cnn 测试成功，效果较差
• Decs-Net: Convolutional Self-Encoding Network for Hyperspectral Image Denoising
• DNN-based Hyperspectral Image Denoising with Spatio-spectral Pre-training
• Hyperspectral Image Denoising via Matrix Factorization and Deep Prior Regularization(难)
• Self-supervised Hyperspectral Image Restoration using Separable Image Prior(类似DNN-based)
• Zero-Shot Hyperspectral Image Denoising With Separable Image Prior(同上)
• Toward Universal Stripe Removal via Wavelet-Based Deep Convolutional Neural Network

2020：12

• Deep spatio-spectral Bayesian posterior for hyperspectral image non-iid noise removal
• 3-D Quasi-Recurrent Neural Network for Hyperspectral Image Denoising PyTorch
• Hyperspectral Image Denoising Using SURE-Based Unsupervised Convolutional Neural Networks TF
• Evolving Deep Convolutional Neural Networks for Hyperspectral Image Denoising
• ADRN: Attention-based Deep Residual Network for Hyperspectral Image Denoising
• Enhanced Non-Local Cascading Network with Attention Mechanism for Hyperspectral Image Denoising PyTorch
• Hyperspectral image restoration via CNN denoiser prior regularized low-rank tensor recovery
• Fast stripe noise removal from hyperspectral image via multi-scale dilated unidirectional convolution-失败：缺少训练代码和网络文件(initial_net8_20.mat)
• HSI-IPNet: Hyperspectral Imagery Inpainting by Deep Learning With Adaptive Spectral Extraction
• SMDS-Net: Model Guided Spectral-Spatial Network for Hyperspectral Image Denoising
• A New Multiscale Residual Learning Network for HSI Inconsistent Noise Removal
• Hyperspectral Image Restoration Combining Intrinsic Image Characterization With Robust Noise Modeling

2021：

• 3DADNet: Hyperspectral Image Denoising Using a 3-D Attention Denoising Network
• A Self-Supervised Denoising Network for Satellite-Airborne-Ground Hyperspectral Imagery
• Deep Spatial-Spectral Global Reasoning Network for Hyperspectral Image Denoising TF
• Hyperspectral mixed noise removal via spatial-spectral constrained unsupervised deep image prior（new）
• Hyperspectral Denoising Using Unsupervised Disentangled Spatio-Spectral Deep Priors
• Hyperspectral image denoising based on Multi-Stream denoising network
• Learning An Explicit Weighting Scheme for Adapting Complex HSI Noise PyTorch
• Partial-DNet A Novel Blind Denoising Model With Noise Intensity Estimation for HSI
• LR-Net: Low-Rank Spatial-Spectral Network for Hyperspectral Image Denoising
• Hyperspectral Image Mixed Noise Removal Using Subspace Representation and Deep CNN Image Prior
• FastHyMix: Fast and Parameter-Free Hyperspectral Image Mixed Noise Removal(与上面类似)
• Joint Spatial-Spectral Encoder For Hyperspectral Image Denoising
• Learning a Model-Based Deep Hyperspectral Denoiser from a Single Noisy Hyperspectral Image
• SSCAN A Spatial–Spectral Cross Attention Network for Hyperspectral Image Denoising
• Wavelet enabled convolutional autoencoder based deep neural network for hyperspectral image denoising
• Hyperspectral Image Denoising with Realistic Data
• A Trainable Spectral-Spatial Sparse Coding Model for Hyperspectral Image Restoration PyTorch
• Attention-Based Octave Network for Hyperspectral Image Denoising PyTorch
• MAC-Net: Model Aided Nonlocal Neural Network for Hyperspectral Image Denoising PyTorch
• Bayesian Approach in a Learning-Based Hyperspectral Image Denoising Framework(IEEE Access)
• Hyperspectral Image Restoration with Self-supervised Learning: A Two-stage Training Approach PyTorch
• Hyperspectral Image Denoising via Low-Rank Representation and CNN Denoiser，直接拿别人的网络也能发文章？
• 未发表但有代码

2022：

• Deep Plug-and-Play Prior for Hyperspectral Image Restoration PyTorch
• Toward Real Hyperspectral Image Stripe Removal via Direction Constraint Hierarchical Feature Cascade Networks 未公布
• DnRCNN: Deep Recurrent Convolutional Neural Network for HSI Destriping
• SQAD: Spatial-Spectral Quasi-Attention Recurrent Network for Hyperspectral Image Denoising
• HyDe: The First Open-Source, Python-Based, GPU-Accelerated Hyperspectral Denoising Package PyTorch
• Hyperspectral Image Denoising via Adversarial Learning
• Multitask Sparse Neural Network for Hyperspectral Image Denoising
• Hyperspectral Image Mixed Noise Removal Using a Subspace Projection Attention and Residual Channel Attention Network
• Nonlocal Self-similarity-based Hyperspectral Remote Sensing Image Denoising with 3D Convolutional Neural Network
• Rank-Enhanced Low-Dimensional Convolution Set for Hyperspectral Image Denoising
• Nonlocal Spatial-Spectral Neural Network for Hyperspectral Image Denoising
• Hider: A Hyperspectral Image Denoising Transformer With Spatial–Spectral Constraints for Hybrid Noise Removal
• Cooperated Spectral Low-Rankness Prior and Deep Spatial Prior for HSI Unsupervised Denoising
• Letter: D2Net: Deep denoising network in frequency domain for hyperspectral image
• Spatial-Spectral Convolutional Sparse Neural Network for Hyperspectral Image Denoising
• A Self-Supervised Hyperspectral Image Restoration Method Based on Convolutional Sparse Coding and Superpixel Segmentation
• Hyperspectral Mixed Noise Reduction Using Two-Stage Cascade Refined Network
• Hyperspectral Image Denoising Based on Parallel Cross-Fusion Network
• Multi-stage Enhanced Denoising Network on Hyperspectral Image
• Low-Light Hyperspectral Image Enhancement
• TRQ3DNet: A 3D Quasi-Recurrent and Transformer Based Network for Hyperspectral Image Denoising

综述参考：

• A Comprehensive Comparison of Multi-Dimensional Image Denoising Methods