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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 51–100 of 211 papers

TitleStatusHype
Cross-Modal Perceptionist: Can Face Geometry be Gleaned from Voices?Code1
Accurate 3D Face Reconstruction with Weakly-Supervised Learning: From Single Image to Image SetCode1
Deep Facial Non-Rigid Multi-View StereoCode1
Monocular Expressive Body Regression through Body-Driven AttentionCode1
RAFaRe: Learning Robust and Accurate Non-parametric 3D Face Reconstruction from Pseudo 2D&3D PairsCode1
Landmark Detection and 3D Face Reconstruction for Caricature using a Nonlinear Parametric ModelCode1
HifiFace: 3D Shape and Semantic Prior Guided High Fidelity Face SwappingCode1
Non-Deterministic Face Mask Removal Based On 3D PriorsCode1
Lightweight Photometric Stereo for Facial Details RecoveryCode1
End-to-end 3D face reconstruction with deep neural networks—0
A Large-Scale 3D Face Mesh Video Dataset via Neural Re-parameterized Optimization—0
A Human Ear Reconstruction Autoencoder—0
3D face reconstruction with dense landmarks—0
Improving Fairness in Facial Albedo Estimation via Visual-Textual Cues—0
DNPM: A Neural Parametric Model for the Synthesis of Facial Geometric Details—0
Disjoint Pose and Shape for 3D Face Reconstruction—0
Disentangling Features in 3D Face Shapes for Joint Face Reconstruction and Recognition—0
Adaptive 3D Face Reconstruction from a Single Image—0
3D Face Reconstruction Using Color Photometric Stereo with Uncalibrated Near Point Lights—0
3D Dense Face Alignment with Fused Features by Aggregating CNNs and GCNs—0
Adaptive 3D Face Reconstruction From Unconstrained Photo Collections—0
3D Face Reconstruction by Learning from Synthetic Data—0
Deception Detection by 2D-to-3D Face Reconstruction from Videos—0
Identity-Preserving Pose-Robust Face Hallucination Through Face Subspace Prior—0
Continuous Landmark Detection With 3D Queries—0
Accurate 3D Face Reconstruction with Facial Component Tokens—0
Generating 2D and 3D Master Faces for Dictionary Attacks with a Network-Assisted Latent Space Evolution—0
GAN2X: Non-Lambertian Inverse Rendering of Image GANs—0
CNN-based Real-time Dense Face Reconstruction with Inverse-rendered Photo-realistic Face Images—0
3D-TalkEmo: Learning to Synthesize 3D Emotional Talking Head—0
3D Face Reconstruction: the Road to Forensics—0
Implicit Neural Deformation for Sparse-View Face Reconstruction—0
FitDiff: Robust monocular 3D facial shape and reflectance estimation using Diffusion Models—0
BareSkinNet: De-makeup and De-lighting via 3D Face Reconstruction—0
3D human tongue reconstruction from single "in-the-wild" images—0
BabyNet: Reconstructing 3D faces of babies from uncalibrated photographs—0
Fast and Robust Face-to-Parameter Translation for Game Character Auto-Creation—0
AVFace: Towards Detailed Audio-Visual 4D Face Reconstruction—0
3D face reconstruction from single image with generative adversarial networks—0
Fast 3D Reconstruction of Faces With Glasses—0
FEAFA: A Well-Annotated Dataset for Facial Expression Analysis and 3D Facial Animation—0
Fake It Without Making It: Conditioned Face Generation for Accurate 3D Face Reconstruction—0
Facial Landmark Detection Evaluation on MOBIO Database—0
3D Face Reconstruction From Radar Images—0
Facial Action Units Detection Aided by Global-Local Expression Embedding—0
Face Video Deblurring Using 3D Facial Priors—0
Automated 3D Face Reconstruction From Multiple Images Using Quality Measures—0
Generative Face Parsing Map Guided 3D Face Reconstruction Under Occluded Scenes—0
Generative Landmarks Guided Eyeglasses Removal 3D Face Reconstruction—0
Audio-Driven 3D Facial Animation from In-the-Wild Videos—0
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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