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Image Denoising On Dnd

Métriques

PSNR (sRGB)

SSIM (sRGB)

Résultats

Résultats de performance de divers modèles sur ce benchmark

Nom du modèle	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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