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SOTA
Blind Face Restoration
Blind Face Restoration On Celeba Test
Blind Face Restoration On Celeba Test
Metrics
FID
IDS
LPIPS
PSNR
SSIM
Results
Performance results of various models on this benchmark
Columns
Model Name
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
-
0 of 16 row(s) selected.
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