paper-with-me

Deblurring 벤치마크

Deblurring on MSU BASED

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Subjective

0.1175 0.7982 1.479 2.16 2.841 2019-08 2026-11 DeblurGAN Inception — 1.0375 (2019-08-10) DeblurGAN Inception — 1.0375 (2019-08-10) DeblurGAN Inception — 1.0375 (2019-08-10) DeblurGAN Inception — 1.0375 (2019-08-10) DeblurGAN Inception — 1.0375 (2019-08-10) Restormer local — 0.1231 (2021-11-18) Restormer — 0.1175 (2021-11-18) Restormer local — 0.1231 (2021-11-18) Restormer — 0.1175 (2021-11-18) Restormer local — 0.1231 (2021-11-18) Restormer — 0.1175 (2021-11-18) Restormer local — 0.1231 (2021-11-18) Restormer — 0.1175 (2021-11-18) Restormer local — 0.1231 (2021-11-18) Restormer — 0.1175 (2021-11-18) Deeprft (GoPro) — 0.5354 (2021-11-23) Deeprft (REDS) — 0.4622 (2021-11-23) Deeprft (GoPro) — 0.5354 (2021-11-23) Deeprft (REDS) — 0.4622 (2021-11-23) Deeprft (GoPro) — 0.5354 (2021-11-23) Deeprft (REDS) — 0.4622 (2021-11-23) Deeprft (GoPro) — 0.5354 (2021-11-23) Deeprft (REDS) — 0.4622 (2021-11-23) Deeprft (GoPro) — 0.5354 (2021-11-23) Deeprft (REDS) — 0.4622 (2021-11-23) MPR local — 0.4407 (2021-12-08) MPR local — 0.4407 (2021-12-08) MPR local — 0.4407 (2021-12-08) MPR local — 0.4407 (2021-12-08) MPR local — 0.4407 (2021-12-08) MAXIM (REDS) — 1.0081 (2022-01-09) MAXIM (GoPro) — 0.207 (2022-01-09) MAXIM (REDS) — 1.0081 (2022-01-09) MAXIM (GoPro) — 0.207 (2022-01-09) MAXIM (REDS) — 1.0081 (2022-01-09) MAXIM (GoPro) — 0.207 (2022-01-09) MAXIM (REDS) — 1.0081 (2022-01-09) MAXIM (GoPro) — 0.207 (2022-01-09) MAXIM (REDS) — 1.0081 (2022-01-09) MAXIM (GoPro) — 0.207 (2022-01-09) VRT (GoPro) — 2.3854 (2022-01-28) VRT (REDS) — 1.566 (2022-01-28) VRT (GoPro) — 2.3854 (2022-01-28) VRT (REDS) — 1.566 (2022-01-28) VRT (GoPro) — 2.3854 (2022-01-28) VRT (REDS) — 1.566 (2022-01-28) VRT (GoPro) — 2.3854 (2022-01-28) VRT (REDS) — 1.566 (2022-01-28) VRT (GoPro) — 2.3854 (2022-01-28) VRT (REDS) — 1.566 (2022-01-28) NAFNet (REDS) — 2.8405 (2022-04-10) NAFNet (REDS) — 2.8405 (2022-04-10) NAFNet (REDS) — 2.8405 (2022-04-10) NAFNet (REDS) — 2.8405 (2022-04-10) NAFNet (REDS) — 2.8405 (2022-04-10) DeblurGAN Inception — 1.0375 (2019-08-10) VRT (GoPro) — 2.3854 (2022-01-28) NAFNet (REDS) — 2.8405 (2022-04-10)
RankModel SubjectiveSSIMPSNRVMAFLPIPSERQAv2.0 PaperCodeYear
1 NAFNet (REDS) 2.84050.9503530.5480366.859410.085610.74508 Simple Baselines for Image Restoration megvii-research/NAFNet · murufeng/FUIR · megvii-research/tlsc · +10 2022
2 VRT (GoPro) 2.38540.9450331.4294566.722530.081650.74874 VRT: A Video Restoration Transformer jingyunliang/vrt 2022
3 VRT (REDS) 1.56600.9460130.9787866.817820.082480.75056 VRT: A Video Restoration Transformer jingyunliang/vrt 2022
4 DeblurGAN Inception 1.0375––––– DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and Better kritiksoman/GIMP-ML · vita-group/deblurganv2 · KupynOrest/DeblurGANv2 · +3 2019
5 MAXIM (REDS) 1.00810.94959–67.35020.078360.74277 MAXIM: Multi-Axis MLP for Image Processing google-research/maxim · vztu/maxim-pytorch · sayakpaul/maxim-tf 2022
6 Deeprft (GoPro) 0.53540.9448431.5761266.550570.083260.74323 Intriguing Findings of Frequency Selection for Image Deblurring invokerer/deeprft · INVOKERer/AdaRevD · INVOKERer/LoFormer · +2 2021
7 Deeprft (REDS) 0.46220.9447931.3234966.468110.081390.74339 Intriguing Findings of Frequency Selection for Image Deblurring invokerer/deeprft · INVOKERer/AdaRevD · INVOKERer/LoFormer · +2 2021
8 MPR local 0.44070.9454231.6503767.017880.083230.74521 Improving Image Restoration by Revisiting Global Information Aggregation megvii-research/NAFNet · megvii-research/TLC · setsunil/dsdnet 2021
9 MAXIM (GoPro) 0.20700.9438631.3634467.75570.09188– MAXIM: Multi-Axis MLP for Image Processing google-research/maxim · vztu/maxim-pytorch · sayakpaul/maxim-tf 2022
10 Restormer local 0.12310.9421731.1234165.259110.082510.73875 Restormer: Efficient Transformer for High-Resolution Image Restoration swz30/restormer · swz30/MPRNet · swz30/MIRNet · +10 2021
11 Restormer 0.11750.9463231.7611166.39640.082390.74776 Restormer: Efficient Transformer for High-Resolution Image Restoration swz30/restormer · swz30/MPRNet · swz30/MIRNet · +10 2021
12 NAFNet (REDS) 2.84050.9503530.5480366.859410.085610.74508 Simple Baselines for Image Restoration megvii-research/NAFNet · murufeng/FUIR · megvii-research/tlsc · +10 2022
13 VRT (GoPro) 2.38540.9450331.4294566.722530.081650.74874 VRT: A Video Restoration Transformer jingyunliang/vrt 2022
14 VRT (REDS) 1.56600.9460130.9787866.817820.082480.75056 VRT: A Video Restoration Transformer jingyunliang/vrt 2022
15 DeblurGAN Inception 1.0375––––– DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and Better kritiksoman/GIMP-ML · vita-group/deblurganv2 · KupynOrest/DeblurGANv2 · +3 2019
16 MAXIM (REDS) 1.00810.94959–67.35020.078360.74277 MAXIM: Multi-Axis MLP for Image Processing google-research/maxim · vztu/maxim-pytorch · sayakpaul/maxim-tf 2022
17 Deeprft (GoPro) 0.53540.9448431.5761266.550570.083260.74323 Intriguing Findings of Frequency Selection for Image Deblurring invokerer/deeprft · INVOKERer/AdaRevD · INVOKERer/LoFormer · +2 2021
18 Deeprft (REDS) 0.46220.9447931.3234966.468110.081390.74339 Intriguing Findings of Frequency Selection for Image Deblurring invokerer/deeprft · INVOKERer/AdaRevD · INVOKERer/LoFormer · +2 2021
19 MPR local 0.44070.9454231.6503767.017880.083230.74521 Improving Image Restoration by Revisiting Global Information Aggregation megvii-research/NAFNet · megvii-research/TLC · setsunil/dsdnet 2021
20 MAXIM (GoPro) 0.20700.9438631.3634467.75570.09188– MAXIM: Multi-Axis MLP for Image Processing google-research/maxim · vztu/maxim-pytorch · sayakpaul/maxim-tf 2022
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