الرئيسية الأخبار أحدث الأوراق البحثية الدروس مجموعات البيانات الموسوعة SOTA نماذج LLM لوحة الأداء GPU الفعاليات

العربية

Blind Face Restoration On Celeba Test

المقاييس

FID

IDS

LPIPS

PSNR

SSIM

النتائج

نتائج أداء النماذج المختلفة على هذا المعيار القياسي

اسم النموذج	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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