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Blind Face Restoration On Celeba Test

評価指標

FID
IDS
LPIPS
PSNR
SSIM

評価結果

このベンチマークにおける各モデルのパフォーマンス結果

モデル名
FID
IDS
LPIPS
PSNR
SSIM
Paper TitleRepository
DiffBIR59.065145.7321.75090.5971DiffBIR: Towards Blind Image Restoration with Generative Diffusion Prior-
BDPM12.93-29.324.580.742Binary Diffusion Probabilistic Model-
DFDNet64.6586.2155.423.150.629DifFace: Blind Face Restoration with Diffused Error Contraction-
PMRF37.46--26.370.7073Posterior-Mean Rectified Flow: Towards Minimum MSE Photo-Realistic Image Restoration-
GFPGAN46.9966.7649.522.180.631DifFace: Blind Face Restoration with Diffused Error Contraction-
PSFRGAN47.59-42.424.710.6557Progressive Semantic-Aware Style Transformation for Blind Face Restoration-
PSFRGAN52.1468.145022.740.63DifFace: Blind Face Restoration with Diffused Error Contraction-
GLEAN60.367.1346.923.410.666DifFace: Blind Face Restoration with Diffused Error Contraction-
DeblurGANv2*52.69-40.0125.910.6952DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and Better-
DifFace38.4362.3943.524.080.703DifFace: Blind Face Restoration with Diffused Error Contraction-
VQFR45.8465.8747.121.940.585DifFace: Blind Face Restoration with Diffused Error Contraction-
GFP-GAN42.62-36.4625.080.6777Towards Real-World Blind Face Restoration with Generative Facial Prior-
CodeFormer60.626029.922.180.61Towards Robust Blind Face Restoration with Codebook Lookup Transformer-
PULSE48.3374.9750.822.140.682DifFace: Blind Face Restoration with Diffused Error Contraction-
mGANprior82.27-45.8424.300.6758Image Processing Using Multi-Code GAN Prior-
HiFaceGAN66.09-47.724.920.6195HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment-
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