Single-Image-Deblur

Including DeepRFT, LoFormer and AdaRevD developed by DeepMed Lab.

• News
• Model Zoo
• Citation

News

2026/05/20 The paper of DGNO (DGNO: Discontinuous Galerkin Neural Operator for Pathology Defocus Deblurring) is accepted by ICML 2026.

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-v0	Deep Residual Fourier Transformation for Single Image Deblurring [arXiv]	DeepRFT-v0
DeepRFT-v1	Intriguing Findings of Frequency Selection for Image Deblurring [AAAI 2023]	DeepRFT-v1
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
DeepRFT-v2	DeepRFTv2: Kernel-level Learning for Image Deblurring	DeepRFT-v2
DGNO	DGNO: Discontinuous Galerkin Neural Operator for Pathology Defocus Deblurring	DDGNO

Citation

@inproceedings{dgno2026,
  title     = {Discontinuous Galerkin Neural Operator for Pathology Defocus Deblurring},
 author = {Shaoqing Duan, Haofei Song, Xintian Mao, Qingli Li and Yan Wang}, 
  booktitle = {Proc. ICML},
  year      = {2026}
}
@inproceedings{xintm2025DeepRFTv2, 
    title = {DeepRFTv2: Fourier Kernel Estimation for Image Deblurring},
    author = {Xintian Mao, JIansheng Wang, Xingran Xie, Qingli Li and Yan Wang}, 
    booktitle = {arXiv}, 
    year = {2025}
    }
@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{xintm2023DeepRFTv1, 
    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{xintm2021DeepRFTv0,
    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}
    }