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Single-Image-Deblur

Including DeepRFT, LoFormer and AdaRevD developed by DeepMed Lab.

News

2024/07/16 The paper of LoFormer (LoFormer: Local Frequency Transformer for Image Deblurring) is accepted by ACM MM 2024.

2024/02/27 The paper of AdaRevD (AdaRevD: Adaptive Patch Exiting Reversible Decoder Pushes the Limit of Image Deblurring) is accepted by CVPR 2024.

2022/11/19 The paper of DeepRFT (Intriguing findings of frequency selection for image deblurring) is accepted by AAAI 2023.

Model Zoo

Model Paper Pytorch Code
DeepRFT-v1 Deep Residual Fourier Transformation for Single Image Deblurring [arXiv] DeepRFT-v1
DeepRFT-v2 Intriguing Findings of Frequency Selection for Image Deblurring [AAAI 2023] DeepRFT-v2
AdaRevD AdaRevD: Adaptive Patch Exiting Reversible Decoder Pushes the Limit of Image Deblurring [CVPR 2024] AdaRevD
LoFormer LoFormer: Local Frequency Transformer for Image Deblurring [ACM MM 2024] LoFormer

Citation

@inproceedings{xintm2024LoFormer, 
    title = {LoFormer: Local Frequency Transformer for Image Deblurring},
    author = {Xintian Mao, JIansheng Wang, Xingran Xie, Qingli Li and Yan Wang}, 
    booktitle = {Proc. ACM MM}, 
    year = {2024}
    }
@inproceedings{xintm2024AdaRevD, 
    title = {AdaRevD: Adaptive Patch Exiting Reversible Decoder Pushes the Limit of Image Deblurring},
    author = {Xintian Mao, Qingli Li and Yan Wang}, 
    booktitle = {Proc. CVPR}, 
    year = {2024}
    }
@inproceedings{xintm2023DeepRFTv2, 
    title = {Intriguing Findings of Frequency Selection for Image Deblurring},
    author = {Xintian Mao, Yiming Liu, Fengze Liu, Qingli Li, Wei Shen and Yan Wang}, 
    booktitle = {Proc. AAAI}, 
    year = {2023}
    }
@inproceedings{xintm2021DeepRFTv1,
    title={Deep Residual Fourier Transformation for Single Image Deblurring},
    author={Xintian Mao, Yiming Liu, Wei Shen, Qingli Li, Yan Wang},
    booktitle={arXiv:2111.11745},
    year={2021}
    }

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