Image Super Resolution On Div2K Val 4X

Metrics

LPIPS

PSNR

SSIM

Results

Performance results of various models on this benchmark

				Paper Title	Repository
EDSR	-	29.25	0.9017	Enhanced Deep Residual Networks for Single Image Super-Resolution
FxSR-PD t=0.0	0.239	29.24	0.8383	Flexible Style Image Super-Resolution using Conditional Objective
LINF t=0.0	0.248	29.14	0.83	Local Implicit Normalizing Flow for Arbitrary-Scale Image Super-Resolution
AESOP	0.0893	29.137	0.8023	Auto-Encoded Supervision for Perceptual Image Super-Resolution
LIIF	-	29	0.89	Learning Continuous Image Representation with Local Implicit Image Function
RCOT	0.104	28.41	0.804	Residual-Conditioned Optimal Transport: Towards Structure-Preserving Unpaired and Paired Image Restoration
PixelRL-SR	-	28.08	0.8140	Multi-Step Reinforcement Learning for Single Image Super-Resolution	-
LINF-LP	0.105	28.00	0.78	Boosting Flow-based Generative Super-Resolution Models via Learned Prior
SROOE	0.0957	27.69	0.7932	Perception-Oriented Single Image Super-Resolution using Optimal Objective Estimation
IDM	-	27.59	0.78	Implicit Diffusion Models for Continuous Super-Resolution
FxSR-PD t=0.8	0.1028	27.51	0.789	Flexible Style Image Super-Resolution using Conditional Objective
SRFlow-LP	0.109	27.51	0.78	Boosting Flow-based Generative Super-Resolution Models via Learned Prior
LINF	0.112	27.33	0.76	Local Implicit Normalizing Flow for Arbitrary-Scale Image Super-Resolution
SRFlow	0.12	27.09	0.76	SRFlow: Learning the Super-Resolution Space with Normalizing Flow
LAR-SR	-	27.03	0.77	Implicit Diffusion Models for Continuous Super-Resolution
HCFlow	-	27.02	0.76	Implicit Diffusion Models for Continuous Super-Resolution
GOUB	0.220	26.89	0.7478	Image Restoration Through Generalized Ornstein-Uhlenbeck Bridge
Bicubic	-	26.7	0.77	Implicit Diffusion Models for Continuous Super-Resolution
HCFlow++	-	26.61	0.74	Implicit Diffusion Models for Continuous Super-Resolution
RankSRGAN	-	26.55	0.75	Implicit Diffusion Models for Continuous Super-Resolution

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Image Super Resolution On Div2K Val 4X

Metrics

Results