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Discrete Cosine Transform Network for Guided Depth Map Super-Resolution



Zixiang Zhao , Jiangshe Zhang , Shuang Xu , Chunxia Zhang , Junmin Liu


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Deep Convolutional Sparse Coding Network for Pansharpening with Guidance of Side Information



Shuang Xu , Jiangshe Zhang , Kai Sun , Zixiang Zhao , Lu Huang , Junmin Liu , Chunxia Zhang

* Accepted by ICME2021 

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Deep Gradient Projection Networks for Pan-sharpening



Shuang Xu , Jiangshe Zhang , Zixiang Zhao , Kai Sun , Junmin Liu , Chunxia Zhang

* Accepted by CVPR2021 

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FGF-GAN: A Lightweight Generative Adversarial Network for Pansharpening via Fast Guided Filter



Zixiang Zhao , Jiangshe Zhang , Shuang Xu , Kai Sun , Lu Huang , Junmin Liu , Chunxia Zhang


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Towards Reducing Severe Defocus Spread Effects for Multi-Focus Image Fusion via an Optimization Based Strategy



Shuang Xu , Lizhen Ji , Zhe Wang , Pengfei Li , Kai Sun , Chunxia Zhang , Jiangshe Zhang

* IEEE Transactions on Computational Imaging, vol. 6, pp. 1561-1570, 2020 

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MFIF-GAN: A New Generative Adversarial Network for Multi-Focus Image Fusion



Yicheng Wang , Shuang Xu , Junmin Liu , Zixiang Zhao , Chunxia Zhang , Jiangshe Zhang


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When Image Decomposition Meets Deep Learning: A Novel Infrared and Visible Image Fusion Method



Zixiang Zhao , Shuang Xu , Rui Feng , Chunxia Zhang , Junmin Liu , Jiangshe Zhang

* arXiv admin note: substantial text overlap with arXiv:2003.09210 

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Deep Convolutional Sparse Coding Networks for Image Fusion



Shuang Xu , Zixiang Zhao , Yicheng Wang , Chunxia Zhang , Junmin Liu , Jiangshe Zhang


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Efficient and Interpretable Infrared and Visible Image Fusion Via Algorithm Unrolling



Zixiang Zhao , Shuang Xu , Chunxia Zhang , Junmin Liu , Jiangshe Zhang


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