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 21–30 of 55 papers

TitleStatusHype
BFRFormer: Transformer-based generator for Real-World Blind Face RestorationCode0
CLR-Face: Conditional Latent Refinement for Blind Face Restoration Using Score-Based Diffusion Models—0
ENTED: Enhanced Neural Texture Extraction and Distribution for Reference-based Blind Face Restoration—0
Learning Degradation-unaware Representation with Prior-based Latent Transformations for Blind Face Restoration—0
Towards Real-World Blind Face Restoration with Generative Diffusion PriorCode1
DiffBIR: Towards Blind Image Restoration with Generative Diffusion PriorCode4
Blind Face Restoration for Under-Display Camera via Dictionary Guided Transformer—0
Boosting Cross-Quality Face Verification using Blind Face Restoration—0
RestoreFormer++: Towards Real-World Blind Face Restoration from Undegraded Key-Value PairsCode2
Dual Associated Encoder for Face RestorationCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1DFDNetLPIPS55.4—Unverified
2PULSELPIPS50.8—Unverified
3PSFRGANLPIPS50—Unverified
4GFPGANLPIPS49.5—Unverified
5HiFaceGANLPIPS47.7—Unverified
6VQFRLPIPS47.1—Unverified
7GLEANLPIPS46.9—Unverified
8mGANpriorLPIPS45.84—Unverified
9DiffBIRLPIPS45.73—Unverified
10DifFaceLPIPS43.5—Unverified
#ModelMetricClaimedVerifiedStatus
1PULSEFID64.86—Unverified
2DFDNetFID62.57—Unverified
3GPENFID57.58—Unverified
4GLEANFID53.49—Unverified
5CodeFormerFID52.02—Unverified
6PSFRGANFID51.89—Unverified
7GFP-GANFID49.96—Unverified
8DAEFRFID47.53—Unverified
9DiffBIRFID39.58—Unverified
#ModelMetricClaimedVerifiedStatus
1PULSEFID73.59—Unverified
2DFDNetFID57.84—Unverified
3PSFRGANFID51.16—Unverified
4GLEANFID47.11—Unverified
5GPENFID46.99—Unverified
6GFP-GANFID40.59—Unverified
7CodeFormerFID39.06—Unverified
8DAEFRFID36.72—Unverified
9DiffBIRFID32.35—Unverified
#ModelMetricClaimedVerifiedStatus
1Super-FANFID136.83—Unverified
2GWAInetFID135.84—Unverified
3GFRNetFID134.92—Unverified
4Pix2PixHDFID76.89—Unverified
5HiFaceGANFID56.67—Unverified
6GPENFID31.72—Unverified