SOTAVerified

Blind Face Restoration

Blind face restoration aims at recovering high-quality faces from the low-quality counterparts suffering from unknown degradation, such as low-resolution, noise, blur, compression artifacts, etc. When applied to real-world scenarios, it becomes more challenging, due to more complicated degradation, diverse poses and expressions.

Description source: Towards Real-World Blind Face Restoration with Generative Facial Prior

Image source: Towards Real-World Blind Face Restoration with Generative Facial Prior

Papers

Showing 125 of 55 papers

TitleStatusHype
Towards Robust Blind Face Restoration with Codebook Lookup TransformerCode6
Efficient Diffusion Model for Image Restoration by Residual ShiftingCode5
DiffBIR: Towards Blind Image Restoration with Generative Diffusion PriorCode4
Posterior-Mean Rectified Flow: Towards Minimum MSE Photo-Realistic Image RestorationCode4
Towards Real-World Blind Face Restoration with Generative Facial PriorCode4
DifFace: Blind Face Restoration with Diffused Error ContractionCode3
RestoreFormer: High-Quality Blind Face Restoration from Undegraded Key-Value PairsCode2
RestoreFormer++: Towards Real-World Blind Face Restoration from Undegraded Key-Value PairsCode2
GAN Prior Embedded Network for Blind Face Restoration in the WildCode2
VQFR: Blind Face Restoration with Vector-Quantized Dictionary and Parallel DecoderCode2
AuthFace: Towards Authentic Blind Face Restoration with Face-oriented Generative Diffusion PriorCode1
Blind Face Restoration: Benchmark Datasets and a Baseline ModelCode1
DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and BetterCode1
Progressive Semantic-Aware Style Transformation for Blind Face RestorationCode1
Enhanced Blind Face Restoration With Multi-Exemplar Images and Adaptive Spatial Feature FusionCode1
Multi-Prior Learning via Neural Architecture Search for Blind Face RestorationCode1
Towards Real-World Blind Face Restoration with Generative Diffusion PriorCode1
Dual Associated Encoder for Face RestorationCode1
Implicit Subspace Prior Learning for Dual-Blind Face RestorationCode1
3D Priors-Guided Diffusion for Blind Face RestorationCode1
HiFaceGAN: Face Renovation via Collaborative Suppression and ReplenishmentCode1
Learning Dual Memory Dictionaries for Blind Face RestorationCode1
DR2: Diffusion-based Robust Degradation Remover for Blind Face RestorationCode1
Blind Face Restoration via Deep Multi-scale Component DictionariesCode1
RestorerID: Towards Tuning-Free Face Restoration with ID PreservationCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1DFDNetLPIPS55.4Unverified
2PULSELPIPS50.8Unverified
3PSFRGANLPIPS50Unverified
4GFPGANLPIPS49.5Unverified
5HiFaceGANLPIPS47.7Unverified
6VQFRLPIPS47.1Unverified
7GLEANLPIPS46.9Unverified
8mGANpriorLPIPS45.84Unverified
9DiffBIRLPIPS45.73Unverified
10DifFaceLPIPS43.5Unverified
#ModelMetricClaimedVerifiedStatus
1PULSEFID64.86Unverified
2DFDNetFID62.57Unverified
3GPENFID57.58Unverified
4GLEANFID53.49Unverified
5CodeFormerFID52.02Unverified
6PSFRGANFID51.89Unverified
7GFP-GANFID49.96Unverified
8DAEFRFID47.53Unverified
9DiffBIRFID39.58Unverified
#ModelMetricClaimedVerifiedStatus
1PULSEFID73.59Unverified
2DFDNetFID57.84Unverified
3PSFRGANFID51.16Unverified
4GLEANFID47.11Unverified
5GPENFID46.99Unverified
6GFP-GANFID40.59Unverified
7CodeFormerFID39.06Unverified
8DAEFRFID36.72Unverified
9DiffBIRFID32.35Unverified
#ModelMetricClaimedVerifiedStatus
1Super-FANFID136.83Unverified
2GWAInetFID135.84Unverified
3GFRNetFID134.92Unverified
4Pix2PixHDFID76.89Unverified
5HiFaceGANFID56.67Unverified
6GPENFID31.72Unverified