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Image Denoising 벤치마크

Image Denoising on SID x300

24개 결과 · ⬇ CSV · JSON

PSNR (Raw)

32.29 33.67 35.05 36.42 37.8 2018-05 2026-09 Paired Data(SID) — 36.85 (2018-05-04) Paired Data(SID) — 36.85 (2018-05-04) Paired Data(SID) — 36.85 (2018-05-04) Noise Flow — 32.29 (2019-08-22) Noise Flow — 32.29 (2019-08-22) Noise Flow — 32.29 (2019-08-22) ELD — 36.36 (2021-08-04) ELD — 36.36 (2021-08-04) ELD — 36.36 (2021-08-04) SFRN — 36.87 (2021-10-10) SFRN — 36.87 (2021-10-10) SFRN — 36.87 (2021-10-10) Starlight — 32.99 (2022-04-08) Starlight — 32.99 (2022-04-08) Starlight — 32.99 (2022-04-08) PMN — 37.77 (2022-07-13) PMN — 37.77 (2022-07-13) PMN — 37.77 (2022-07-13) LLD* — 37.8 (2023-01-01) LLD — 36.76 (2023-01-01) LLD* — 37.8 (2023-01-01) LLD — 36.76 (2023-01-01) LLD* — 37.8 (2023-01-01) LLD — 36.76 (2023-01-01) Paired Data(SID) — 36.85 (2018-05-04) SFRN — 36.87 (2021-10-10) PMN — 37.77 (2022-07-13) LLD* — 37.8 (2023-01-01)
RankModel PSNR (Raw)SSIM PaperCodeYear
1 LLD* 37.800.935 Physics-Guided ISO-Dependent Sensor Noise Modeling for Extreme Low-Light Photography happycaoyue/lld 2023
2 PMN 37.770.934 Learnability Enhancement for Low-light Raw Denoising: Where Paired Real Data Meets Noise Modeling megvii-research/pmn 2022
3 SFRN 36.870.917 Rethinking Noise Synthesis and Modeling in Raw Denoising zhangyi-3/noise-synthesis 2021
4 Paired Data(SID) 36.850.923 Learning to See in the Dark cchen156/Learning-to-See-in-the-Dark · mindspore-ai/models · cydonia999/Learning_to_See_in_the_Dark_PyTorch · +16 2018
5 LLD 36.760.912 Physics-Guided ISO-Dependent Sensor Noise Modeling for Extreme Low-Light Photography happycaoyue/lld 2023
6 ELD 36.360.911 Physics-based Noise Modeling for Extreme Low-light Photography Vandermode/ELD · Vandermode/NoiseModel 2021
7 Starlight 32.990.780 Dancing under the stars: video denoising in starlight 2022
8 Noise Flow 32.290.801 Noise Flow: Noise Modeling with Conditional Normalizing Flows BorealisAI/noise_flow 2019
9 LLD* 37.800.935 Physics-Guided ISO-Dependent Sensor Noise Modeling for Extreme Low-Light Photography happycaoyue/lld 2023
10 PMN 37.770.934 Learnability Enhancement for Low-light Raw Denoising: Where Paired Real Data Meets Noise Modeling megvii-research/pmn 2022
11 SFRN 36.870.917 Rethinking Noise Synthesis and Modeling in Raw Denoising zhangyi-3/noise-synthesis 2021
12 Paired Data(SID) 36.850.923 Learning to See in the Dark cchen156/Learning-to-See-in-the-Dark · mindspore-ai/models · cydonia999/Learning_to_See_in_the_Dark_PyTorch · +16 2018
13 LLD 36.760.912 Physics-Guided ISO-Dependent Sensor Noise Modeling for Extreme Low-Light Photography happycaoyue/lld 2023
14 ELD 36.360.911 Physics-based Noise Modeling for Extreme Low-light Photography Vandermode/ELD · Vandermode/NoiseModel 2021
15 Starlight 32.990.780 Dancing under the stars: video denoising in starlight 2022
16 Noise Flow 32.290.801 Noise Flow: Noise Modeling with Conditional Normalizing Flows BorealisAI/noise_flow 2019
17 LLD* 37.800.935 Physics-Guided ISO-Dependent Sensor Noise Modeling for Extreme Low-Light Photography happycaoyue/lld 2023
18 PMN 37.770.934 Learnability Enhancement for Low-light Raw Denoising: Where Paired Real Data Meets Noise Modeling megvii-research/pmn 2022
19 SFRN 36.870.917 Rethinking Noise Synthesis and Modeling in Raw Denoising zhangyi-3/noise-synthesis 2021
20 Paired Data(SID) 36.850.923 Learning to See in the Dark cchen156/Learning-to-See-in-the-Dark · mindspore-ai/models · cydonia999/Learning_to_See_in_the_Dark_PyTorch · +16 2018
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