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SOTA
画像ノイズ除去
Image Denoising On Dnd
Image Denoising On Dnd
評価指標
PSNR (sRGB)
SSIM (sRGB)
評価結果
このベンチマークにおける各モデルのパフォーマンス結果
Columns
モデル名
PSNR (sRGB)
SSIM (sRGB)
Paper Title
Repository
VDN
39.38
0.952
Variational Denoising Network: Toward Blind Noise Modeling and Removal
-
CycleISP
39.56
0.956
CycleISP: Real Image Restoration via Improved Data Synthesis
-
SSAMAN
40.05
0.963
Single Stage Adaptive Multi-Attention Network for Image Restoration
SADNet
39.59
0.952
Spatial-Adaptive Network for Single Image Denoising
-
NBNet
39.89
0.955
NBNet: Noise Basis Learning for Image Denoising with Subspace Projection
-
MAXIM-3S
39.84
0.954
MAXIM: Multi-Axis MLP for Image Processing
-
Uformer-B
39.98
0.955
Uformer: A General U-Shaped Transformer for Image Restoration
-
AINDNet
39.37
0.951
Transfer Learning from Synthetic to Real-Noise Denoising with Adaptive Instance Normalization
-
CBDNet
38.06
0.942
Toward Convolutional Blind Denoising of Real Photographs
-
DualDn
40.594
0.966
DualDn: Dual-domain Denoising via Differentiable ISP
-
MPRNet
39.80
0.954
Multi-Stage Progressive Image Restoration
-
MIRNet
39.88
0.956
Learning Enriched Features for Real Image Restoration and Enhancement
-
DANet+
39.58
0.955
Dual Adversarial Network: Toward Real-world Noise Removal and Noise Generation
-
Restormer
40.03
0.956
Restormer: Efficient Transformer for High-Resolution Image Restoration
-
RIDNet
39.26
0.953
Real Image Denoising with Feature Attention
-
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