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Blind Face Restoration On Celeba Test

Métriques

FID

IDS

LPIPS

PSNR

SSIM

Résultats

Résultats de performance de divers modèles sur ce benchmark

Nom du modèle	FID	IDS	LPIPS	PSNR	SSIM	Paper Title	Repository
DiffBIR	59.06	51	45.73	21.7509	0.5971	DiffBIR: Towards Blind Image Restoration with Generative Diffusion Prior
BDPM	12.93	-	29.3	24.58	0.742	Binary Diffusion Probabilistic Model	-
DFDNet	64.65	86.21	55.4	23.15	0.629	DifFace: Blind Face Restoration with Diffused Error Contraction
PMRF	37.46	-	-	26.37	0.7073	Posterior-Mean Rectified Flow: Towards Minimum MSE Photo-Realistic Image Restoration
GFPGAN	46.99	66.76	49.5	22.18	0.631	DifFace: Blind Face Restoration with Diffused Error Contraction
PSFRGAN	47.59	-	42.4	24.71	0.6557	Progressive Semantic-Aware Style Transformation for Blind Face Restoration
PSFRGAN	52.14	68.14	50	22.74	0.63	DifFace: Blind Face Restoration with Diffused Error Contraction
GLEAN	60.3	67.13	46.9	23.41	0.666	DifFace: Blind Face Restoration with Diffused Error Contraction
DeblurGANv2*	52.69	-	40.01	25.91	0.6952	DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and Better
DifFace	38.43	62.39	43.5	24.08	0.703	DifFace: Blind Face Restoration with Diffused Error Contraction
VQFR	45.84	65.87	47.1	21.94	0.585	DifFace: Blind Face Restoration with Diffused Error Contraction
GFP-GAN	42.62	-	36.46	25.08	0.6777	Towards Real-World Blind Face Restoration with Generative Facial Prior
CodeFormer	60.62	60	29.9	22.18	0.61	Towards Robust Blind Face Restoration with Codebook Lookup Transformer
PULSE	48.33	74.97	50.8	22.14	0.682	DifFace: Blind Face Restoration with Diffused Error Contraction
mGANprior	82.27	-	45.84	24.30	0.6758	Image Processing Using Multi-Code GAN Prior
HiFaceGAN	66.09	-	47.7	24.92	0.6195	HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment

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