基于深度学习的全色图像锐化(Pansharpening)论文及代码整理

基于深度学习的全色图像锐化(Pansharpening)论文及代码整理

首先附上近期整理基于深度学习的图像融合论文的思维导图

本篇博客主要整理基于深度学习的全色图像锐化（Pansharpening）的论文和代码
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有监督图像融合框架

1. Pansharpening by Convolutional Neural Networks [PNN(RS 2016)] [Paper] [Code]

2. PanNet: A deep network architecture for pan-sharpening [PanNet(ICCV 2017)] [Paper] [Code]

3. Remote sensing image fusion based on two-stream fusion network [TFNet(IF 2020)] [Paper] [Code]

4. SIPSA-Net: Shift-Invariant Pan Sharpening with Moving Object Alignment for Satellite Imagery [SIPSA-Net(CVPR 2021)] [Paper] [Code]

5. Deep Gradient Projection Networks for Pan-sharpening [GPPNN(CVPR 2021)] [Paper] [Code]

6. GTP-PNet: A residual learning network based on gradient transformation prior for pansharpening [GTP-PNet(ISPRS 2021)] [Paper] [Code]

7. PSGAN: A generative adversarial network for remote sensing image pan-sharpening [PSGAN(TGARS 2021)] [Paper] [Code]

8. SDPNet: A Deep Network for Pan-Sharpening With Enhanced Information Representation [SDPNet(TGARS 2021)] [Paper] [Code]

9. Super-resolution-guided progressive pansharpening based on a deep convolutional neural network [SRPPNN(TGARS 2021)] [Paper] [Code]

10. Pan-Sharpening Via High-Pass Modification Convolutional Neural Network [HMCNN(ICIP 2021)] [Paper] [Code]

11. MDCNN: multispectral pansharpening based on a multiscale dilated convolutional neural network [MDCNN(JRS 2021)] [Paper]

12. HyperTransformer: A Textural and Spectral Feature Fusion Transformer for Pansharpening[HyperTransformer(CVPR 2022)] [Paper] [Code]

13. A Dual-Path Fusion Network for Pan-Sharpening [DPFN(TGARS 2022)] [Paper] [Code]

14. Pansharpening approach via two-stream detail injection based on relativistic generative adversarial networks [DI-GAN(ESA 2022)] [Paper]

无监督图像融合框架

1. Pan-GAN: An unsupervised pan-sharpening method for remote sensing image fusion [PanGAN(IF 2020)] [Paper] [Code]

2. Unsupervised Blur Kernel Learning for Pansharpening [BKL(IGARSS 2020)] [Paper]

3. Pansharpening via Unsupervised Convolutional Neural Networks [UCNN(JSTARS 2020)] [Paper]

4. UPSNet: Unsupervised Pan-Sharpening Network With Registration Learning Between Panchromatic and Multi-Spectral Images [UPSNet(ACCESS 2020)] [Paper]

5. LDP-Net: An Unsupervised Pansharpening Network Based on Learnable Degradation Processes [LDP-Net(Arxiv 2021)] [Paper] [Code]

6. An Unsupervised Multi-scale Generative Adversarial Network for Remote Sensing Image Pan-Sharpening [MSGAN(ICMM 2022)] [Paper]

7. Unsupervised Cycle-Consistent Generative Adversarial Networks for Pan Sharpening [UCGAN(TGRS 2022)] [Paper] [Code]