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Image Denoising On Dnd

Metriken

PSNR (sRGB)

SSIM (sRGB)

Ergebnisse

Leistungsergebnisse verschiedener Modelle zu diesem Benchmark

Modellname	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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