paper-with-me

Deblurring 벤치마크

Deblurring on RealBlur-R (trained on GoPro)

95개 결과 · ⬇ CSV · JSON

PSNR (sRGB)

33.67 34.39 35.1 35.81 36.53 2014-06 2026-09 Hu et al — 33.67 (2014-06-01) Hu et al — 33.67 (2014-06-01) Hu et al — 33.67 (2014-06-01) Hu et al — 33.67 (2014-06-01) Hu et al — 33.67 (2014-06-01) Pan et al — 34.01 (2016-06-01) Pan et al — 34.01 (2016-06-01) Pan et al — 34.01 (2016-06-01) Pan et al — 34.01 (2016-06-01) Pan et al — 34.01 (2016-06-01) MPRNet — 35.99 (2021-02-04) MPRNet — 35.99 (2021-02-04) MPRNet — 35.99 (2021-02-04) MPRNet — 35.99 (2021-02-04) MPRNet — 35.99 (2021-02-04) Uformer-B — 36.22 (2021-06-06) Uformer-B — 36.22 (2021-06-06) Uformer-B — 36.22 (2021-06-06) Uformer-B — 36.22 (2021-06-06) Uformer-B — 36.22 (2021-06-06) Restormer — 36.19 (2021-11-18) Restormer — 36.19 (2021-11-18) Restormer — 36.19 (2021-11-18) Restormer — 36.19 (2021-11-18) Restormer — 36.19 (2021-11-18) DeepRFT — 36.11 (2021-11-23) DeepRFT — 36.11 (2021-11-23) DeepRFT — 36.11 (2021-11-23) DeepRFT — 36.11 (2021-11-23) DeepRFT — 36.11 (2021-11-23) MAXIM — 35.78 (2022-01-09) MAXIM — 35.78 (2022-01-09) MAXIM — 35.78 (2022-01-09) MAXIM — 35.78 (2022-01-09) MAXIM — 35.78 (2022-01-09) MSSNet — 35.93 (2022-02-19) MSSNet — 35.93 (2022-02-19) MSSNet — 35.93 (2022-02-19) MSSNet — 35.93 (2022-02-19) MSSNet — 35.93 (2022-02-19) LaKDNet — 36.08 (2023-02-04) LaKDNet — 36.08 (2023-02-04) LaKDNet — 36.08 (2023-02-04) LaKDNet — 36.08 (2023-02-04) LaKDNet — 36.08 (2023-02-04) DeblurDiNAT-L — 36.09 (2024-03-19) DeblurDiNAT-L — 36.09 (2024-03-19) DeblurDiNAT-L — 36.09 (2024-03-19) DeblurDiNAT-L — 36.09 (2024-03-19) DeblurDiNAT-L — 36.09 (2024-03-19) ALGNet — 36.35 (2024-03-29) ALGNet — 36.35 (2024-03-29) ALGNet — 36.35 (2024-03-29) ALGNet — 36.35 (2024-03-29) ALGNet — 36.35 (2024-03-29) AdaRevD — 36.53 (2024-06-13) AdaRevD — 36.53 (2024-06-13) AdaRevD — 36.53 (2024-06-13) AdaRevD — 36.53 (2024-06-13) AdaRevD — 36.53 (2024-06-13) Hu et al — 33.67 (2014-06-01) Pan et al — 34.01 (2016-06-01) MPRNet — 35.99 (2021-02-04) Uformer-B — 36.22 (2021-06-06) ALGNet — 36.35 (2024-03-29) AdaRevD — 36.53 (2024-06-13)
RankModel PSNR (sRGB)SSIM (sRGB) PaperCodeYear
1 AdaRevD 36.530.957 AdaRevD: Adaptive Patch Exiting Reversible Decoder Pushes the Limit of Image Deblurring invokerer/deeprft · INVOKERer/AdaRevD · INVOKERer/LoFormer · +1 2024
2 ALGNet 36.350.961 Learning Enriched Features via Selective State Spaces Model for Efficient Image Deblurring Tombs98/ALGNet 2024
3 Uformer-B 36.220.957 Uformer: A General U-Shaped Transformer for Image Restoration ZhendongWang6/Uformer · lucidrains/ddpm-proteins · lucidrains/uformer-pytorch · +1 2021
4 Restormer 36.190.957 Restormer: Efficient Transformer for High-Resolution Image Restoration swz30/restormer · swz30/MPRNet · swz30/MIRNet · +10 2021
5 DeepRFT 36.110.955 Intriguing Findings of Frequency Selection for Image Deblurring invokerer/deeprft · INVOKERer/AdaRevD · INVOKERer/LoFormer · +2 2021
6 DeblurDiNAT-L 36.090.955 DeblurDiNAT: A Compact Model with Exceptional Generalization and Visual Fidelity on Unseen Domains hanzhouliu/deblurdinat 2024
7 LaKDNet 36.080.955 Revisiting Image Deblurring with an Efficient ConvNet lingyanruan/lakdnet 2023
8 MPRNet 35.990.952 Multi-Stage Progressive Image Restoration swz30/restormer · swz30/MPRNet · swz30/MIRNet · +5 2021
9 MSSNet 35.930.953 MSSNet: Multi-Scale-Stage Network for Single Image Deblurring kky7/MSSNet 2022
10 MAXIM 35.78– MAXIM: Multi-Axis MLP for Image Processing google-research/maxim · vztu/maxim-pytorch · sayakpaul/maxim-tf 2022
11 Pan et al 34.010.916 Blind Image Deblurring Using Dark Channel Prior 2016
12 Hu et al 33.670.916 Deblurring Low-light Images with Light Streaks 2014
13 DMPHN –0.948 Deep Stacked Hierarchical Multi-patch Network for Image Deblurring HongguangZhang/DMPHN-cvpr19-master 2019
14 SRN –0.947 Scale-recurrent Network for Deep Image Deblurring jiangsutx/SRN-Deblur · IMAC-projects/SRN-Deblurring-PyTorch · IMAC-projects/Deblurring-PyTorch · +1 2018
15 Zhang et al –0.947 Dynamic Scene Deblurring Using Spatially Variant Recurrent Neural Networks zhjwustc/cvpr18_rnn_deblur_matcaffe 2018
16 DeblurGAN-v2 –0.944 DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and Better kritiksoman/GIMP-ML · vita-group/deblurganv2 · KupynOrest/DeblurGANv2 · +3 2019
17 Xu et al –0.937 Unnatural L0 Sparse Representation for Natural Image Deblurring 2013
18 DeblurGAN –0.903 DeblurGAN: Blind Motion Deblurring Using Conditional Adversarial Networks KupynOrest/DeblurGAN · raven-dehaze-work/DeblurGanToDehaze · siddhantkhandelwal/deblur-gan · +10 2017
19 Nah et al –0.841 Deep Multi-scale Convolutional Neural Network for Dynamic Scene Deblurring SeungjunNah/DeepDeblur-PyTorch 2016
20 AdaRevD 36.530.957 AdaRevD: Adaptive Patch Exiting Reversible Decoder Pushes the Limit of Image Deblurring invokerer/deeprft · INVOKERer/AdaRevD · INVOKERer/LoFormer · +1 2024
21 ALGNet 36.350.961 Learning Enriched Features via Selective State Spaces Model for Efficient Image Deblurring Tombs98/ALGNet 2024
22 Uformer-B 36.220.957 Uformer: A General U-Shaped Transformer for Image Restoration ZhendongWang6/Uformer · lucidrains/ddpm-proteins · lucidrains/uformer-pytorch · +1 2021
23 Restormer 36.190.957 Restormer: Efficient Transformer for High-Resolution Image Restoration swz30/restormer · swz30/MPRNet · swz30/MIRNet · +10 2021
24 DeepRFT 36.110.955 Intriguing Findings of Frequency Selection for Image Deblurring invokerer/deeprft · INVOKERer/AdaRevD · INVOKERer/LoFormer · +2 2021
25 DeblurDiNAT-L 36.090.955 DeblurDiNAT: A Compact Model with Exceptional Generalization and Visual Fidelity on Unseen Domains hanzhouliu/deblurdinat 2024
26 LaKDNet 36.080.955 Revisiting Image Deblurring with an Efficient ConvNet lingyanruan/lakdnet 2023
27 MPRNet 35.990.952 Multi-Stage Progressive Image Restoration swz30/restormer · swz30/MPRNet · swz30/MIRNet · +5 2021
28 MSSNet 35.930.953 MSSNet: Multi-Scale-Stage Network for Single Image Deblurring kky7/MSSNet 2022
29 MAXIM 35.78– MAXIM: Multi-Axis MLP for Image Processing google-research/maxim · vztu/maxim-pytorch · sayakpaul/maxim-tf 2022
30 Pan et al 34.010.916 Blind Image Deblurring Using Dark Channel Prior 2016
31 Hu et al 33.670.916 Deblurring Low-light Images with Light Streaks 2014
32 DMPHN –0.948 Deep Stacked Hierarchical Multi-patch Network for Image Deblurring HongguangZhang/DMPHN-cvpr19-master 2019
33 SRN –0.947 Scale-recurrent Network for Deep Image Deblurring jiangsutx/SRN-Deblur · IMAC-projects/SRN-Deblurring-PyTorch · IMAC-projects/Deblurring-PyTorch · +1 2018
34 Zhang et al –0.947 Dynamic Scene Deblurring Using Spatially Variant Recurrent Neural Networks zhjwustc/cvpr18_rnn_deblur_matcaffe 2018
35 DeblurGAN-v2 –0.944 DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and Better kritiksoman/GIMP-ML · vita-group/deblurganv2 · KupynOrest/DeblurGANv2 · +3 2019
36 Xu et al –0.937 Unnatural L0 Sparse Representation for Natural Image Deblurring 2013
37 DeblurGAN –0.903 DeblurGAN: Blind Motion Deblurring Using Conditional Adversarial Networks KupynOrest/DeblurGAN · raven-dehaze-work/DeblurGanToDehaze · siddhantkhandelwal/deblur-gan · +10 2017
38 Nah et al –0.841 Deep Multi-scale Convolutional Neural Network for Dynamic Scene Deblurring SeungjunNah/DeepDeblur-PyTorch 2016
39 AdaRevD 36.530.957 AdaRevD: Adaptive Patch Exiting Reversible Decoder Pushes the Limit of Image Deblurring invokerer/deeprft · INVOKERer/AdaRevD · INVOKERer/LoFormer · +1 2024
40 ALGNet 36.350.961 Learning Enriched Features via Selective State Spaces Model for Efficient Image Deblurring Tombs98/ALGNet 2024
41 Uformer-B 36.220.957 Uformer: A General U-Shaped Transformer for Image Restoration ZhendongWang6/Uformer · lucidrains/ddpm-proteins · lucidrains/uformer-pytorch · +1 2021
42 Restormer 36.190.957 Restormer: Efficient Transformer for High-Resolution Image Restoration swz30/restormer · swz30/MPRNet · swz30/MIRNet · +10 2021
43 DeepRFT 36.110.955 Intriguing Findings of Frequency Selection for Image Deblurring invokerer/deeprft · INVOKERer/AdaRevD · INVOKERer/LoFormer · +2 2021
44 DeblurDiNAT-L 36.090.955 DeblurDiNAT: A Compact Model with Exceptional Generalization and Visual Fidelity on Unseen Domains hanzhouliu/deblurdinat 2024
45 LaKDNet 36.080.955 Revisiting Image Deblurring with an Efficient ConvNet lingyanruan/lakdnet 2023
46 MPRNet 35.990.952 Multi-Stage Progressive Image Restoration swz30/restormer · swz30/MPRNet · swz30/MIRNet · +5 2021
47 MSSNet 35.930.953 MSSNet: Multi-Scale-Stage Network for Single Image Deblurring kky7/MSSNet 2022
48 MAXIM 35.78– MAXIM: Multi-Axis MLP for Image Processing google-research/maxim · vztu/maxim-pytorch · sayakpaul/maxim-tf 2022
49 Pan et al 34.010.916 Blind Image Deblurring Using Dark Channel Prior 2016
50 Hu et al 33.670.916 Deblurring Low-light Images with Light Streaks 2014
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