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SotA/Computer Vision/Denoising/SIDD

Denoising on SIDD

Metric: SSIM (sRGB) (higher is better)

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#Model↕SSIM (sRGB)▼Extra DataPaperDate↕Code
1NBNet0.973NoNBNet: Noise Basis Learning for Image Denoising ...2020-12-30Code
2KBNet0.972NoKBNet: Kernel Basis Network for Image Restoration2023-03-06Code
3CGNet0.964NoCascadedGaze: Efficiency in Global Context Extra...2024-01-26Code
4SSAMAN0.962No--Code
5NAFNet0.961NoSimple Baselines for Image Restoration2022-04-10Code
6AKDT0.961No--Code
7PNGAN0.96YesLearning to Generate Realistic Noisy Images via ...2022-04-06Code
8Restormer0.96NoRestormer: Efficient Transformer for High-Resolu...2021-11-18Code
9MAXIM-3S0.96NoMAXIM: Multi-Axis MLP for Image Processing2022-01-09Code
10Uformer-B0.96NoUformer: A General U-Shaped Transformer for Imag...2021-06-06Code
11MIRNet0.959NoLearning Enriched Features for Real Image Restor...2020-03-15Code
12SRMNet0.959NoSelective Residual M-Net for Real Image Denoising2022-03-03Code
13HINet0.958NoHINet: Half Instance Normalization Network for I...2021-05-13Code
14MPRNet0.958NoMulti-Stage Progressive Image Restoration2021-02-04Code
15CycleISP0.957YesCycleISP: Real Image Restoration via Improved Da...2020-03-17Code
16DANet+0.957YesDual Adversarial Network: Toward Real-world Nois...2020-07-12Code
17SADNet0.957YesSpatial-Adaptive Network for Single Image Denois...2020-01-28Code
18DRANet0.957NoDual Residual Attention Network for Image Denois...2023-05-07Code
19VDN0.956NoVariational Denoising Network: Toward Blind Nois...2019-08-29Code
20AINDNet0.952YesTransfer Learning from Synthetic to Real-Noise D...2020-02-26Code
21RIDNet0.951YesReal Image Denoising with Feature Attention2019-04-16Code
22CBDNet0.801YesToward Convolutional Blind Denoising of Real Pho...2018-07-12Code