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Image Denoising On Dnd

Metrics

PSNR (sRGB)

SSIM (sRGB)

Results

Performance results of various models on this benchmark

Model Name	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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