HyperAI超神经

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HyperAI超神经

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

模型名称	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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