OpenCodePapers

image-deblurring-on-gopro

Image RestorationImage Deblurring
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PaperCodePSNRSSIMParams (M)FIDLPIPSModelNameReleaseDate
CogSENet: Blind Image Deblurring with Blur-Conditioned Semantic Routing and Explicit Frequency Fusion34.910.9757CogSENet (hybrid, 19.4M)2026-06-29
MBMamba: When Memory Buffer Meets Mamba for Structure-Aware Image Deblurring34.680.972MBMamba-L2025-08-17
Leveraging Phase Information to Boost Unrolled Network Learning for Image Deblurring34.630.975UPADNet2026-06-30
AdaRevD: Adaptive Patch Exiting Reversible Decoder Pushes the Limit of Image Deblurring✓ Link34.60.972AdaRevD2024-06-13
DeepRFTv2: Kernel-level Learning for Image Deblurring✓ Link34.520.971DeepRFTv22025-11-26
Efficient Visual State Space Model for Image Deblurring✓ Link34.50.9712EVSSM2024-05-23
Learning Adaptive Dynamical Features via Multi-$τ$ Liquid-Mamba for All-in-one Image Restoration34.470.970MLMIR2026-06-22
BlurDM: A Blur Diffusion Model for Image Deblurring✓ Link34.340.970BlurDM (FFTformer, trained on GoPro)2025-12-03
MBMamba: When Memory Buffer Meets Mamba for Structure-Aware Image Deblurring34.330.969MBMamba-B2025-08-17
UnfoldLDM: Degradation-Aware Unfolding with Iterative Latent Diffusion Priors for Blind Image Restoration34.32UnfoldLDM2025-11-22
A Polarization-Aided Transformer for Image Deblurring via Motion Vector Decomposition34.26MDT2025-01-01
Efficient Frequency Domain-based Transformers for High-Quality Image Deblurring✓ Link34.210.96916.6fftformer2022-11-22
Parameterized Blur Kernel Prior Learning for Local Motion Deblurring34.17PGDN (Ours)2025-06-11
Motion-adaptive Separable Collaborative Filters for Blind Motion Deblurring✓ Link34.10.969MISC Filter2024-04-19
LoFormer: Local Frequency Transformer for Image Deblurring✓ Link34.090.969LoFormer2024-07-24
Self-Supervised Non-Uniform Kernel Estimation With Flow-Based Motion Prior for Blind Image Deblurring✓ Link34.060.96880.3UFPDeblur2023-01-01
Learning Enriched Features via Selective State Spaces Model for Efficient Image Deblurring✓ Link34.050.969ALGNet-B2024-03-29
MR-VNet: Media Restoration using Volterra Networks34.040.96912.3MR-VNet2024-01-01
Global Modeling Matters: A Fast, Lightweight and Effective Baseline for Efficient Image Restoration34.030.968PW-FNet-L2025-07-18
UniDeblur: Unified Motion Deblurring via Fourier Convolution Learning✓ Link34.020.953UniDeblur-L2026-10-09
Hierarchical Information Flow for Generalized Efficient Image Restoration33.99Hi-IR-L2024-11-27
Improving Image Restoration through Removing Degradations in Textual Representations✓ Link33.970.968TextualDegRemoval + NAFNet (trained on GoPro) (extra data)2023-12-28
Efficient and Explicit Modelling of Image Hierarchies for Image Restoration✓ Link33.930.96819.81GRL2023-03-01
MBMamba: When Memory Buffer Meets Mamba for Structure-Aware Image Deblurring33.890.968MBMamba-S2025-08-17
Unifying Heterogeneous Degradations: Uncertainty-Aware Diffusion Bridge Model for All-in-One Image Restoration✓ Link33.870.968UDBM-L2026-01-29
Instruct-IPT: All-in-One Image Processing Transformer via Weight Modulation✓ Link33.860.967Instruct-IPT2024-06-30
Motion Aware Double Attention Network for Dynamic Scene Deblurring33.840.96416.9MADANet2020-06-19
Efficient Multi-scale Network with Learnable Discrete Wavelet Transform for Blind Motion Deblurring✓ Link33.83MLWNet-B2023-12-29
DiNAT-IR: Exploring Dilated Neighborhood Attention for High-Quality Image Restoration33.800.967DiNAT-IR2025-07-23
CascadedGaze: Efficiency in Global Context Extraction for Image Restoration✓ Link33.770.968CGNet2024-01-26
Multi-Outputs Is All You Need For Deblur✓ Link33.750.967NAFNet-MH-C2022-08-27
A Mountain-Shaped Single-Stage Network for Accurate Image Restoration✓ Link33.740.967M3SNet2023-05-09
Prompt-based Ingredient-Oriented All-in-One Image Restoration✓ Link33.740.967CAPTNet2023-09-06
Revisiting Image Deblurring with an Efficient ConvNet✓ Link33.720.96737.5LAKDNet2023-02-04
Global Modeling Matters: A Fast, Lightweight and Effective Baseline for Efficient Image Restoration33.720.966PW-FNet-M2025-07-18
Simple Baselines for Image Restoration✓ Link33.690.96767.89NAFNet - TLC2022-04-10
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration✓ Link33.69MaIR2024-12-28
Improving Image Restoration by Revisiting Global Information Aggregation✓ Link33.570.96626.13Restormer-TLC2021-12-08
Intriguing Findings of Frequency Selection for Image Deblurring✓ Link33.520.965DeepRFT+2021-11-23
A Comparative Study of Image Restoration Networks for General Backbone Network Design✓ Link33.440.946X-Restormer (trained on GoPro)2023-10-18
Fast and Accurate Image Restoration with Rank Enhanced Linear Attention✓ Link33.40.965LAformer-B2026-09-08
Hierarchical Integration Diffusion Model for Realistic Image Deblurring✓ Link33.330.964HI-Diff (trained on GoPro)2023-05-22
Improving Image Restoration by Revisiting Global Information Aggregation✓ Link33.310.96420.1MPRNet-TLC2021-12-08
Global Modeling Matters: A Fast, Lightweight and Effective Baseline for Efficient Image Restoration33.300.964PW-FNet-S2025-07-18
Image Restoration via Frequency Selection✓ Link33.290.963FSNet2023-11-06
Universal Image Restoration Pre-training via Masked Degradation Classification✓ Link33.290.964MaskDCPT-Restormer (single-task fine-tuned) (extra data)2025-10-15
Learning Degradation Representations for Image Deblurring✓ Link33.280.964MSDI-Net2022-08-10
Exploring the potential of channel interactions for image restoration✓ Link33.280.963ChaIR2023-12-20
Revitalizing Convolutional Network for Image Restoration✓ Link33.280.963ConvIR2024-06-25
ACL: Activating Capability of Linear Attention for Image Restoration✓ Link33.250.964ACL2025-06-11
DiffIR: Efficient Diffusion Model for Image Restoration✓ Link33.200.963DiffIR S2 (trained on GoPro)2023-03-16
IRNeXt: Rethinking Convolutional Network Design for Image Restoration✓ Link33.160.962IRNeXt2023-04-24
Improving Image Restoration by Revisiting Global Information Aggregation✓ Link33.080.962HINet-TLC2021-12-08
Restoration-Aligned Generative Flow Models for Blind Motion Deblurring33.050.9634DeblurFlow2026-05-09
Mixed Hierarchy Network for Image Restoration✓ Link33.0417MHNet2023-02-19
Uformer: A General U-Shaped Transformer for Image Restoration✓ Link32.970.96750.88Uformer-B2021-06-06
Restormer: Efficient Transformer for High-Resolution Image Restoration✓ Link32.920.96126.13Restormer2021-11-18
MAXIM: Multi-Axis MLP for Image Processing✓ Link32.86MAXIM-3S2022-01-09
HINet: Half Instance Normalization Network for Image Restoration✓ Link32.770.959HINet2021-05-13
Rethinking Coarse-to-Fine Approach in Single Image Deblurring✓ Link32.680.95916.1MIMO-UNet++2021-08-11
Multi-Stage Progressive Image Restoration✓ Link32.660.95920.1MPRNet2021-02-04
Distilling Semantic Priors from SAM to Efficient Image Restoration Models32.21Uformer+2024-03-25
Blur More To Deblur Better: Multi-Blur2Deblur For Efficient Video Deblurring32.160.953MB2D2020-12-23
Motion Deblurring with an Adaptive Network32.150.9560RADNet2019-03-25
Learning Diffusion Texture Priors for Image Restoration32.090.932DTPM-4 Step2024-06-17
Spatially-Attentive Patch-Hierarchical Network for Adaptive Motion Deblurring32.020.953SAPHNet2020-04-11
Learning Event-Based Motion Deblurring31.790.949Learning Event-Based Motion Deblurring2020-04-13
Dynamic Scene Deblurring With Parameter Selective Sharing and Nested Skip Connections✓ Link31.580.9478SRN+PSS+NSC2019-06-01
Deep Stacked Hierarchical Multi-patch Network for Image Deblurring✓ Link31.500.9483DMPHN2019-04-06
SDWNet: A Straight Dilated Network with Wavelet Transformation for Image Deblurring✓ Link31.36SDWNet2021-10-12
Multi-Temporal Recurrent Neural Networks For Progressive Non-Uniform Single Image Deblurring With Incremental Temporal Training✓ Link31.150.945MT-RNN2019-11-18
Deblurring by Realistic Blurring✓ Link31.100.9424DBGAN2020-04-04
Dark and Bright Channel Prior Embedded Network for Dynamic Scene Deblurring✓ Link31.100.945DBCPeNet2020-05-21
Real-world Video Deblurring: A Benchmark Dataset and An Efficient Recurrent Neural Network✓ Link31.070.9023ESTRNN2021-06-30
Image Restoration with Mean-Reverting Stochastic Differential Equations✓ Link30.70.9016.320.064IR-SDE2023-01-27
Bringing Alive Blurred Moments✓ Link30.580.941Blurred-Image-to-Video2018-04-09
Compound Multi-branch Feature Fusion for Real Image Restoration✓ Link30.540.913CMFNet (trained on GoPro)2022-06-02
30.120.902111.72DeepDeblur-PyTorch
DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and Better✓ Link29.550.9255.08DeblurGAN-v22019-08-10
Deep Multi-scale Convolutional Neural Network for Dynamic Scene Deblurring✓ Link29.080.9135Nah et al2016-12-07
Spatio-Temporal Filter Adaptive Network for Video Deblurring✓ Link28.590.861STFAN2019-04-28
DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and Better✓ Link28.17DeblurGANv2-MobileNet2019-08-10
DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and Better✓ Link28.030.922DeblurGANv2-MobileNet-DSC2019-08-10
BANet: Blur-aware Attention Networks for Dynamic Scene Deblurring✓ Link0.957BANet2021-01-19
Scale-recurrent Network for Deep Image Deblurring✓ Link0.93428.06SRN2018-02-06
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