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SOTA
Grayscale Image Denoising
Grayscale Image Denoising On Bsd68 Sigma25
Grayscale Image Denoising On Bsd68 Sigma25
评估指标
PSNR
评测结果
各个模型在此基准测试上的表现结果
Columns
模型名称
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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