OpenCodePapers

image-denoising-on-dnd

3D ArchitectureDenoisingImage Denoising
Dataset Link
Results over time
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Leaderboard
PaperCodePSNR (sRGB)SSIM (sRGB)ModelNameReleaseDate
DualDn: Dual-domain Denoising via Differentiable ISP✓ Link40.5940.966DualDn2024-09-27
Learning to Generate Realistic Noisy Images via Pixel-level Noise-aware Adversarial Training✓ Link40.180.961PNGAN2022-04-06
Single Stage Adaptive Multi-Attention Network for Image Restoration✓ Link40.050.963SSAMAN2024-04-10
Restormer: Efficient Transformer for High-Resolution Image Restoration✓ Link40.030.956Restormer2021-11-18
Uformer: A General U-Shaped Transformer for Image Restoration✓ Link39.980.955Uformer-B2021-06-06
NBNet: Noise Basis Learning for Image Denoising with Subspace Projection✓ Link39.890.955NBNet2020-12-30
Learning Enriched Features for Real Image Restoration and Enhancement✓ Link39.880.956MIRNet2020-03-15
MAXIM: Multi-Axis MLP for Image Processing✓ Link39.840.954MAXIM-3S2022-01-09
Multi-Stage Progressive Image Restoration✓ Link39.800.954MPRNet2021-02-04
Spatial-Adaptive Network for Single Image Denoising✓ Link39.590.952SADNet2020-01-28
Dual Adversarial Network: Toward Real-world Noise Removal and Noise Generation✓ Link39.580.955DANet+2020-07-12
CycleISP: Real Image Restoration via Improved Data Synthesis✓ Link39.560.956CycleISP2020-03-17
Variational Denoising Network: Toward Blind Noise Modeling and Removal✓ Link39.380.952VDN2019-08-29
Transfer Learning from Synthetic to Real-Noise Denoising with Adaptive Instance Normalization✓ Link39.370.951AINDNet2020-02-26
Real Image Denoising with Feature Attention✓ Link39.260.953RIDNet2019-04-16
Toward Convolutional Blind Denoising of Real Photographs✓ Link38.060.942CBDNet2018-07-12