Blind Face Restoration on CelebA-Test

Metric: LPIPS (lower is better)

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#	Model↕	LPIPS▲	Extra Data	Paper	Date↕	Code
1	CodeFormer	29.9	No	Towards Robust Blind Face Restoration with Codeb...	2022-06-22	Code
2	GFP-GAN	36.46	No	Towards Real-World Blind Face Restoration with G...	2021-01-11	Code
3	DeblurGANv2*	40.01	No	DeblurGAN-v2: Deblurring (Orders-of-Magnitude) F...	2019-08-10	Code
4	PSFRGAN	42.4	No	Progressive Semantic-Aware Style Transformation ...	2020-09-18	Code
5	DifFace	43.5	No	DifFace: Blind Face Restoration with Diffused Er...	2022-12-13	Code
6	DiffBIR	45.73	No	DiffBIR: Towards Blind Image Restoration with Ge...	2023-08-29	Code
7	mGANprior	45.84	No	Image Processing Using Multi-Code GAN Prior	2019-12-15	Code
8	GLEAN	46.9	No	DifFace: Blind Face Restoration with Diffused Er...	2022-12-13	Code
9	VQFR	47.1	No	DifFace: Blind Face Restoration with Diffused Er...	2022-12-13	Code
10	HiFaceGAN	47.7	No	HiFaceGAN: Face Renovation via Collaborative Sup...	2020-05-11	Code
11	GFPGAN	49.5	No	DifFace: Blind Face Restoration with Diffused Er...	2022-12-13	Code
12	PSFRGAN	50	No	DifFace: Blind Face Restoration with Diffused Er...	2022-12-13	Code
13	PULSE	50.8	No	DifFace: Blind Face Restoration with Diffused Er...	2022-12-13	Code
14	DFDNet	55.4	No	DifFace: Blind Face Restoration with Diffused Er...	2022-12-13	Code

#1CodeFormerSOTA
29.9
LPIPS· 2022-06-22
Towards Robust Blind Face Restoration with Codebook Lookup Transformer Code
#2GFP-GANSOTA
36.46
LPIPS· 2021-01-11
Towards Real-World Blind Face Restoration with Generative Facial Prior Code
#3DeblurGANv2*SOTA
40.01
LPIPS· 2019-08-10
DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and Better Code
#4PSFRGAN
42.4
LPIPS· 2020-09-18
Progressive Semantic-Aware Style Transformation for Blind Face Restoration Code
#5DifFace
43.5
LPIPS· 2022-12-13
DifFace: Blind Face Restoration with Diffused Error Contraction Code
#6DiffBIR
45.73
LPIPS· 2023-08-29
DiffBIR: Towards Blind Image Restoration with Generative Diffusion Prior Code
#7mGANprior
45.84
LPIPS· 2019-12-15
Image Processing Using Multi-Code GAN Prior Code
#8GLEAN
46.9
LPIPS· 2022-12-13
DifFace: Blind Face Restoration with Diffused Error Contraction Code
#9VQFR
47.1
LPIPS· 2022-12-13
DifFace: Blind Face Restoration with Diffused Error Contraction Code
#10HiFaceGAN
47.7
LPIPS· 2020-05-11
HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment Code
#11GFPGAN
49.5
LPIPS· 2022-12-13
DifFace: Blind Face Restoration with Diffused Error Contraction Code
#12PSFRGAN
50
LPIPS· 2022-12-13
DifFace: Blind Face Restoration with Diffused Error Contraction Code
#13PULSE
50.8
LPIPS· 2022-12-13
DifFace: Blind Face Restoration with Diffused Error Contraction Code
#14DFDNet
55.4
LPIPS· 2022-12-13
DifFace: Blind Face Restoration with Diffused Error Contraction Code