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SOTA
图像去噪
Image Denoising On Dnd
Image Denoising On Dnd
评估指标
PSNR (sRGB)
SSIM (sRGB)
评测结果
各个模型在此基准测试上的表现结果
Columns
模型名称
PSNR (sRGB)
SSIM (sRGB)
Paper Title
Repository
DualDn
40.594
0.966
DualDn: Dual-domain Denoising via Differentiable ISP
SSAMAN
40.05
0.963
Single Stage Adaptive Multi-Attention Network for Image Restoration
-
Restormer
40.03
0.956
Restormer: Efficient Transformer for High-Resolution Image Restoration
Uformer-B
39.98
0.955
Uformer: A General U-Shaped Transformer for Image Restoration
NBNet
39.89
0.955
NBNet: Noise Basis Learning for Image Denoising with Subspace Projection
MIRNet
39.88
0.956
Learning Enriched Features for Real Image Restoration and Enhancement
MAXIM-3S
39.84
0.954
MAXIM: Multi-Axis MLP for Image Processing
MPRNet
39.80
0.954
Multi-Stage Progressive Image Restoration
SADNet
39.59
0.952
Spatial-Adaptive Network for Single Image Denoising
DANet+
39.58
0.955
Dual Adversarial Network: Toward Real-world Noise Removal and Noise Generation
CycleISP
39.56
0.956
CycleISP: Real Image Restoration via Improved Data Synthesis
VDN
39.38
0.952
Variational Denoising Network: Toward Blind Noise Modeling and Removal
AINDNet
39.37
0.951
Transfer Learning from Synthetic to Real-Noise Denoising with Adaptive Instance Normalization
RIDNet
39.26
0.953
Real Image Denoising with Feature Attention
CBDNet
38.06
0.942
Toward Convolutional Blind Denoising of Real Photographs
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