OpenCodePapers

deblurring-on-realblur-j-trained-on-gopro

Image RestorationImage DeblurringDeblurring
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PaperCodePSNR (sRGB)SSIM (sRGB)ModelNameReleaseDate
AdaRevD: Adaptive Patch Exiting Reversible Decoder Pushes the Limit of Image Deblurring✓ Link30.120.894AdaRevD2024-06-13
Self-Supervised Non-Uniform Kernel Estimation With Flow-Based Motion Prior for Blind Image Deblurring✓ Link29.870.884UFPNet2023-01-01
Learning Enriched Features via Selective State Spaces Model for Efficient Image Deblurring✓ Link29.120.886ALGNet2024-03-29
Uformer: A General U-Shaped Transformer for Image Restoration✓ Link29.060.884Uformer-B2021-06-06
DeblurDiNAT: A Compact Model with Exceptional Generalization and Visual Fidelity on Unseen Domains✓ Link28.980.885DeblurDiNAT-L2024-03-19
Restormer: Efficient Transformer for High-Resolution Image Restoration✓ Link28.960.879Restormer2021-11-18
FideDiff: Efficient Diffusion Model for High-Fidelity Image Motion Deblurring✓ Link28.960.8695FideDiff2025-10-02
PickMoment: Continuous-Time Single-Image-to-Video via Learning Deblurring and Blur-to-Video28.940.8757PickMoment2026-10-01
Intriguing Findings of Frequency Selection for Image Deblurring✓ Link28.880.880DeepRFT+2021-11-23
A Comparative Study of Image Restoration Networks for General Backbone Network Design✓ Link28.870.878X-Restormer (trained on GoPro)2023-10-18
MAXIM: Multi-Axis MLP for Image Processing✓ Link28.830.875MAXIM2022-01-09
MSSNet: Multi-Scale-Stage Network for Single Image Deblurring✓ Link28.790.879MSSNet2022-02-19
DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and Better✓ Link28.700.866DeblurGAN-v22019-08-10
Multi-Stage Progressive Image Restoration✓ Link28.700.873MPRNet2021-02-04
Scale-recurrent Network for Deep Image Deblurring✓ Link28.56SRN2018-02-06
Blind Image Deblurring Using Dark Channel Prior27.220.790Pan et al2016-06-01
Deblurring Low-light Images with Light Streaks26.410.803Hu et al2014-06-01
DeblurGAN: Blind Motion Deblurring Using Conditional Adversarial Networks✓ Link0.834DeblurGAN2017-11-19
A Polarization-Aided Transformer for Image Deblurring via Motion Vector Decomposition✓ Link26.350.855MDT2025-01-01
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