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3D ArchitectureDenoisingImage Denoising
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PaperCodePSNR (Raw)SSIM (Raw)ModelNameReleaseDate
Physics-Guided ISO-Dependent Sensor Noise Modeling for Extreme Low-Light Photography✓ Link41.020.948LLD*2023-01-01
Learnability Enhancement for Low-light Raw Denoising: Where Paired Real Data Meets Noise Modeling✓ Link40.920.947PMN2022-07-13
Rethinking Noise Synthesis and Modeling in Raw Denoising✓ Link40.220.938SFRN2021-10-10
Physics-Guided ISO-Dependent Sensor Noise Modeling for Extreme Low-Light Photography✓ Link39.760.933LLD2023-01-01
Learning to See in the Dark✓ Link39.600.938Paired Data (SID)2018-05-04
Physics-based Noise Modeling for Extreme Low-light Photography✓ Link39.440.931ELD2021-08-04
Make Explicit Calibration Implicit: Calibrate Denoiser Instead of the Noise Model✓ Link39.340.932LED2023-08-07
Towards General Low-Light Raw Noise Synthesis and Modeling✓ Link39.250.931LRD2023-07-31
Dancing under the stars: video denoising in starlight36.250.858Starlight2022-04-08
Noise Flow: Noise Modeling with Conditional Normalizing Flows✓ Link35.800.867Noise Flow2019-08-22