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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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1–50 of 55 papers

TitleStatusHype
LAFR: Efficient Diffusion-based Blind Face Restoration via Latent Codebook Alignment Adapter—0
TD-BFR: Truncated Diffusion Model for Efficient Blind Face Restoration—0
IQPFR: An Image Quality Prior for Blind Face Restoration and Beyond—0
InterLCM: Low-Quality Images as Intermediate States of Latent Consistency Models for Effective Blind Face Restoration—0
InfoBFR: Real-World Blind Face Restoration via Information Bottleneck—0
Binary Diffusion Probabilistic Model—0
FaceMe: Robust Blind Face Restoration with Personal Identification—0
Dynamic Content Prediction with Motion-aware Priors for Blind Face Video Restoration—0
Visual Style Prompt Learning Using Diffusion Models for Blind Face RestorationCode1
RestorerID: Towards Tuning-Free Face Restoration with ID PreservationCode1
DR-BFR: Degradation Representation with Diffusion Models for Blind Face Restoration—0
Analysis and Benchmarking of Extending Blind Face Image Restoration to Videos—0
AuthFace: Towards Authentic Blind Face Restoration with Face-oriented Generative Diffusion PriorCode1
Towards Unsupervised Blind Face Restoration using Diffusion Prior—0
Posterior-Mean Rectified Flow: Towards Minimum MSE Photo-Realistic Image RestorationCode4
3D Priors-Guided Diffusion for Blind Face RestorationCode1
Towards Real-world Video Face Restoration: A New Benchmark—0
WaveFace: Authentic Face Restoration with Efficient Frequency Recovery—0
DiffMAC: Diffusion Manifold Hallucination Correction for High Generalization Blind Face Restoration—0
Efficient Diffusion Model for Image Restoration by Residual ShiftingCode5
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
OPHAvatars: One-shot Photo-realistic Head AvatarsCode0
Towards Authentic Face Restoration with Iterative Diffusion Models and Beyond—0
DiffBFR: Bootstrapping Diffusion Model Towards Blind Face Restoration—0
DR2: Diffusion-based Robust Degradation Remover for Blind Face RestorationCode1
DifFace: Blind Face Restoration with Diffused Error ContractionCode3
Learning Dual Memory Dictionaries for Blind Face RestorationCode1
FaceFormer: Scale-aware Blind Face Restoration with Transformers—0
Multi-Prior Learning via Neural Architecture Search for Blind Face RestorationCode1
Towards Robust Blind Face Restoration with Codebook Lookup TransformerCode6
Blind Face Restoration: Benchmark Datasets and a Baseline ModelCode1
Enhancing Quality of Pose-varied Face Restoration with Local Weak Feature Sensing and GAN Prior—0
VQFR: Blind Face Restoration with Vector-Quantized Dictionary and Parallel DecoderCode2
RestoreFormer: High-Quality Blind Face Restoration from Undegraded Key-Value PairsCode2
Blind Face Restoration via Integrating Face Shape and Generative Priors—0
Universal Face Restoration With Memorized Modulation—0
GAN Prior Embedded Network for Blind Face Restoration in the WildCode2
Towards Real-World Blind Face Restoration with Generative Facial PriorCode4
Implicit Subspace Prior Learning for Dual-Blind Face RestorationCode1
Progressive Semantic-Aware Style Transformation for Blind Face RestorationCode1
Blind Face Restoration via Deep Multi-scale Component DictionariesCode1
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All datasetsCelebA-TestLFWWIDERCelebA-HQ

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