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3D Face Reconstruction

3D Face Reconstruction is a computer vision task that involves creating a 3D model of a human face from a 2D image or a set of images. The goal of 3D face reconstruction is to reconstruct a digital 3D representation of a person's face, which can be used for various applications such as animation, virtual reality, and biometric identification.

( Image credit: 3DDFA_V2 )

Papers

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Showing 1–50 of 211 papers

TitleStatusHype
3D Face Reconstruction Error Decomposed: A Modular Benchmark for Fair and Fast Method EvaluationCode0
Pixel3DMM: Versatile Screen-Space Priors for Single-Image 3D Face Reconstruction—0
Sketch-1-to-3: One Single Sketch to 3D Detailed Face Reconstruction—0
Learning Person-Specific Animatable Face Models from In-the-Wild Images via a Shared Base ModelCode0
S^3-Face: SSS-Compliant Facial Reflectance Estimation via Diffusion Priors—0
Generative Landmarks Guided Eyeglasses Removal 3D Face Reconstruction—0
3D Face Reconstruction With Geometry Details From a Single Color Image Under Occluded Scenes—0
Generative Face Parsing Map Guided 3D Face Reconstruction Under Occluded Scenes—0
3D Face Reconstruction From Radar Images—0
OFER: Occluded Face Expression Reconstruction—0
3D-GANTex: 3D Face Reconstruction with StyleGAN3-based Multi-View Images and 3DDFA based Mesh GenerationCode2
MPF-GAN: an enhanced architecture for 3D face reconstructionCode0
Stable Video Portraits—0
Exploring 3D Face Reconstruction and Fusion Methods for Face Verification: A Case-Study in Video Surveillance—0
VGG-Tex: A Vivid Geometry-Guided Facial Texture Estimation Model for High Fidelity Monocular 3D Face Reconstruction—0
High-Fidelity Facial Albedo Estimation via Texture Quantization—0
FaceGPT: Self-supervised Learning to Chat about 3D Human Faces—0
DNPM: A Neural Parametric Model for the Synthesis of Facial Geometric Details—0
FaceLift: Semi-supervised 3D Facial Landmark Localization—0
3D Facial Expressions through Analysis-by-Neural-SynthesisCode3
Monocular Identity-Conditioned Facial Reflectance Reconstruction—0
Skull-to-Face: Anatomy-Guided 3D Facial Reconstruction and Editing—0
3D Face Reconstruction Using A Spectral-Based Graph Convolution EncoderCode0
0-1 laws for pattern occurrences in phylogenetic trees and networks—0
VRMM: A Volumetric Relightable Morphable Head Model—0
Eye Motion Matters for 3D Face ReconstructionCode0
UV-IDM: Identity-Conditioned Latent Diffusion Model for Face UV-Texture GenerationCode1
Exploring 3D-aware Lifespan Face Aging via Disentangled Shape-Texture Representations—0
MoSAR: Monocular Semi-Supervised Model for Avatar Reconstruction using Differentiable Shading—0
Robust Geometry and Reflectance Disentanglement for 3D Face Reconstruction from Sparse-view Images—0
FitDiff: Robust monocular 3D facial shape and reflectance estimation using Diffusion Models—0
3D Face Reconstruction with the Geometric Guidance of Facial Part SegmentationCode2
A Perceptual Shape Loss for Monocular 3D Face Reconstruction—0
High-Quality 3D Face Reconstruction with Affine Convolutional Networks—0
A Large-Scale 3D Face Mesh Video Dataset via Neural Re-parameterized Optimization—0
3D Face Reconstruction: the Road to Forensics—0
Angle Range and Identity Similarity Enhanced Gaze and Head Redirection based on Synthetic data—0
Disjoint Pose and Shape for 3D Face Reconstruction—0
NeutrEx: A 3D Quality Component Measure on Facial Expression Neutrality—0
FLAME-based Multi-View 3D Face Reconstruction—0
Rethinking Voice-Face Correlation: A Geometry View—0
Fake It Without Making It: Conditioned Face Generation for Accurate 3D Face Reconstruction—0
FaceCLIPNeRF: Text-driven 3D Face Manipulation using Deformable Neural Radiance Fields—0
Facial Landmark Detection Evaluation on MOBIO Database—0
Audio-Driven 3D Facial Animation from In-the-Wild Videos—0
Instant Multi-View Head Capture through Learnable RegistrationCode1
FaceDNeRF: Semantics-Driven Face Reconstruction, Prompt Editing and Relighting with Diffusion ModelsCode1
DSFNet: Dual Space Fusion Network for Occlusion-Robust 3D Dense Face AlignmentCode1
AVFace: Towards Detailed Audio-Visual 4D Face Reconstruction—0
Towards Realistic Generative 3D Face ModelsCode2
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All datasetsREALYREALY (side-view)NoW BenchmarkFlorenceAFLW2000-3DStirling-HQ (FG2018 3D face reconstruction challenge)Stirling-LQ (FG2018 3D face reconstruction challenge)13.8

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1N-3DMMall2.95—Unverified
2EMOCA-fall2.39—Unverified
3ExpNetall2.31—Unverified
4RingNetall2.26—Unverified
5DECA-fall2.21—Unverified
6MICAall2.13—Unverified
7EMOCA-call2.1—Unverified
8SynergyNetall2.02—Unverified
9CESTall2.02—Unverified
10PRNetall2.01—Unverified
#ModelMetricClaimedVerifiedStatus
1ExpNetall2.48—Unverified
2EMOCA-fall2.4—Unverified
3DECA-fall2.26—Unverified
4RingNetall2.26—Unverified
5MICAall2.15—Unverified
6EMOCA-call2.13—Unverified
7DECA-call2.11—Unverified
8PRNetall2.03—Unverified
9SynergyNetall2.01—Unverified
10SADRNetall1.96—Unverified
#ModelMetricClaimedVerifiedStatus
13DMM-CNNMedian Reconstruction Error1.84—Unverified
2UMDFAMedian Reconstruction Error1.52—Unverified
3PRNetMedian Reconstruction Error1.5—Unverified
4MGCNetMedian Reconstruction Error1.31—Unverified
5SynergyNetMedian Reconstruction Error1.27—Unverified
6Dib et al. 2021Median Reconstruction Error1.26—Unverified
7Deng et al. 2019Median Reconstruction Error1.23—Unverified
83DDFA_V2Median Reconstruction Error1.23—Unverified
9RingNetMedian Reconstruction Error1.21—Unverified
10FLAME templateMedian Reconstruction Error1.21—Unverified
#ModelMetricClaimedVerifiedStatus
13DDFAMean NME 6.38—Unverified
2VRN-GuidedMean NME 5.27—Unverified
3PRNMean NME 3.76—Unverified
43DDFA_V2Mean NME3.56—Unverified
5Tran et al.RMSE Cooperative1.97—Unverified
63DMM-CNNAverage 3D Error1.93—Unverified
7itwmmAverage 3D Error1.82—Unverified
8Genova et al.RMSE Cooperative1.78—Unverified
9Piotraschke and BlanzRMSE Cooperative1.68—Unverified
10Deep3DFaceReconstructionRMSE Cooperative1.66—Unverified
#ModelMetricClaimedVerifiedStatus
1DeFAMean NME 5.65—Unverified
23DDFAMean NME 5.37—Unverified
3PRNMean NME 3.96—Unverified
43DDFA-V2Mean NME 3.56—Unverified
5B-spline FFDMean NME 3.51—Unverified
6VGG-FMean NME 3.42—Unverified
7SADRNetMean NME 3.25—Unverified
8DSFNet-isMean NME3.16—Unverified
#ModelMetricClaimedVerifiedStatus
1PRNetMean Reconstruction Error (mm)2.06—Unverified
2RingNetMean Reconstruction Error (mm)2.02—Unverified
33DDFA_V2Mean Reconstruction Error (mm)1.91—Unverified
4DECAMean Reconstruction Error (mm)1.89—Unverified
#ModelMetricClaimedVerifiedStatus
1PRNetMean Reconstruction Error (mm)2.38—Unverified
23DDFA_V2Mean Reconstruction Error (mm)2.1—Unverified
3RingNetMean Reconstruction Error (mm)2.08—Unverified
4DECAMean Reconstruction Error (mm)1.91—Unverified
#ModelMetricClaimedVerifiedStatus
1Djehutynakht0..5sec0—Unverified