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Grayscale Image Denoising On Bsd68 Sigma25

Metrics

PSNR

Results

Performance results of various models on this benchmark

Model Name	PSNR	Paper Title	Repository
BUIFD75 (blind)	28.75	Blind Universal Bayesian Image Denoising with Gaussian Noise Level Learning
TNRD	28.92	Trainable Nonlinear Reaction Diffusion: A Flexible Framework for Fast and Effective Image Restoration	-
Big-CDLNet	29.26	CDLNet: Robust and Interpretable Denoising Through Deep Convolutional Dictionary Learning
FFDNet	29.19	FFDNet: Toward a Fast and Flexible Solution for CNN based Image Denoising
DnCNN	29.23	Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising
KBNet	29.54	KBNet: Kernel Basis Network for Image Restoration
RIDNet	29.34	Real Image Denoising with Feature Attention
MWCNN	29.41	Multi-level Wavelet-CNN for Image Restoration
N3Net	29.3	Neural Nearest Neighbors Networks
SwinIA	29.17	SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions	-
Deep CNN Denoiser	29.15	Learning Deep CNN Denoiser Prior for Image Restoration
GCDN	29.35	Deep Graph-Convolutional Image Denoising
NLRN	29.41	Non-Local Recurrent Network for Image Restoration
GroupCDL	29.38	Fast and Interpretable Nonlocal Neural Networks for Image Denoising via Group-Sparse Convolutional Dictionary Learning
ADL	29.50	Adversarial Distortion Learning for Medical Image Denoising
Index Network	29.06	Index Network

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