Blind Face Restoration on CelebA-Test

Metric: FID (lower is better)

LeaderboardDataset

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Results

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#	Model↕	FID▲	Extra Data	Paper	Date↕	Code
1	PMRF	37.46	No	Posterior-Mean Rectified Flow: Towards Minimum M...	2024-10-01	Code
2	DifFace	38.43	No	DifFace: Blind Face Restoration with Diffused Er...	2022-12-13	Code
3	GFP-GAN	42.62	No	Towards Real-World Blind Face Restoration with G...	2021-01-11	Code
4	VQFR	45.84	No	DifFace: Blind Face Restoration with Diffused Er...	2022-12-13	Code
5	GFPGAN	46.99	No	DifFace: Blind Face Restoration with Diffused Er...	2022-12-13	Code
6	PSFRGAN	47.59	No	Progressive Semantic-Aware Style Transformation ...	2020-09-18	Code
7	PULSE	48.33	No	DifFace: Blind Face Restoration with Diffused Er...	2022-12-13	Code
8	PSFRGAN	52.14	No	DifFace: Blind Face Restoration with Diffused Er...	2022-12-13	Code
9	DeblurGANv2*	52.69	No	DeblurGAN-v2: Deblurring (Orders-of-Magnitude) F...	2019-08-10	Code
10	DiffBIR	59.06	No	DiffBIR: Towards Blind Image Restoration with Ge...	2023-08-29	Code
11	GLEAN	60.3	No	DifFace: Blind Face Restoration with Diffused Er...	2022-12-13	Code
12	CodeFormer	60.62	No	Towards Robust Blind Face Restoration with Codeb...	2022-06-22	Code
13	DFDNet	64.65	No	DifFace: Blind Face Restoration with Diffused Er...	2022-12-13	Code
14	HiFaceGAN	66.09	No	HiFaceGAN: Face Renovation via Collaborative Sup...	2020-05-11	Code
15	mGANprior	82.27	No	Image Processing Using Multi-Code GAN Prior	2019-12-15	Code

#1PMRFSOTA
37.46
FID· 2024-10-01
Posterior-Mean Rectified Flow: Towards Minimum MSE Photo-Realistic Image Restoration Code
#2DifFaceSOTA
38.43
FID· 2022-12-13
DifFace: Blind Face Restoration with Diffused Error Contraction Code
#3GFP-GANSOTA
42.62
FID· 2021-01-11
Towards Real-World Blind Face Restoration with Generative Facial Prior Code
#4VQFR
45.84
FID· 2022-12-13
DifFace: Blind Face Restoration with Diffused Error Contraction Code
#5GFPGAN
46.99
FID· 2022-12-13
DifFace: Blind Face Restoration with Diffused Error Contraction Code
#6PSFRGANSOTA
47.59
FID· 2020-09-18
Progressive Semantic-Aware Style Transformation for Blind Face Restoration Code
#7PULSE
48.33
FID· 2022-12-13
DifFace: Blind Face Restoration with Diffused Error Contraction Code
#8PSFRGAN
52.14
FID· 2022-12-13
DifFace: Blind Face Restoration with Diffused Error Contraction Code
#9DeblurGANv2*SOTA
52.69
FID· 2019-08-10
DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and Better Code
#10DiffBIR
59.06
FID· 2023-08-29
DiffBIR: Towards Blind Image Restoration with Generative Diffusion Prior Code
#11GLEAN
60.3
FID· 2022-12-13
DifFace: Blind Face Restoration with Diffused Error Contraction Code
#12CodeFormer
60.62
FID· 2022-06-22
Towards Robust Blind Face Restoration with Codebook Lookup Transformer Code
#13DFDNet
64.65
FID· 2022-12-13
DifFace: Blind Face Restoration with Diffused Error Contraction Code
#14HiFaceGAN
66.09
FID· 2020-05-11
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment Code
#15mGANprior
82.27
FID· 2019-12-15
Image Processing Using Multi-Code GAN Prior Code