SOTAVerified

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
MeInGame: Create a Game Character Face from a Single PortraitCode1
Accurate 3D Face Reconstruction with Weakly-Supervised Learning: From Single Image to Image SetCode1
Lightweight Photometric Stereo for Facial Details RecoveryCode1
Landmark Detection and 3D Face Reconstruction for Caricature using a Nonlinear Parametric ModelCode1
Joint 3D Face Reconstruction and Dense Alignment with Position Map Regression NetworkCode1
HifiFace: 3D Shape and Semantic Prior Guided High Fidelity Face SwappingCode1
PointNet: Deep Learning on Point Sets for 3D Classification and SegmentationCode1
FaceScape: 3D Facial Dataset and Benchmark for Single-View 3D Face ReconstructionCode1
Instant Multi-View Head Capture through Learnable RegistrationCode1
Dual Attention MobDenseNet(DAMDNet) for Robust 3D Face AlignmentCode0
3D Face Reconstruction Error Decomposed: A Modular Benchmark for Fair and Fast Method EvaluationCode0
DF2Net: A Dense-Fine-Finer Network for Detailed 3D Face ReconstructionCode0
Dense Face AlignmentCode0
3D Face Reconstruction Using A Spectral-Based Graph Convolution EncoderCode0
Unrestricted Facial Geometry Reconstruction Using Image-to-Image TranslationCode0
Self-supervised Learning of Detailed 3D Face ReconstructionCode0
Facial Key Points Detection using Deep Convolutional Neural Network - NaimishNetCode0
Regressing Robust and Discriminative 3D Morphable Models with a very Deep Neural NetworkCode0
Multilinear Wavelets: A Statistical Shape Space for Human FacesCode0
MobileFace: 3D Face Reconstruction with Efficient CNN RegressionCode0
Learning Person-Specific Animatable Face Models from In-the-Wild Images via a Shared Base ModelCode0
Eye Motion Matters for 3D Face ReconstructionCode0
Learning to Regress 3D Face Shape and Expression from an Image without 3D SupervisionCode0
Perspective Reconstruction of Human Faces by Joint Mesh and Landmark RegressionCode0
Large Pose 3D Face Reconstruction from a Single Image via Direct Volumetric CNN RegressionCode0
Extreme 3D Face Reconstruction: Seeing Through OcclusionsCode0
MPF-GAN: an enhanced architecture for 3D face reconstructionCode0
Face Manifold: Manifold Learning for Synthetic Face GenerationCode0
ExpNet: Landmark-Free, Deep, 3D Facial ExpressionsCode0
A Multiresolution 3D Morphable Face Model and Fitting FrameworkCode0
3D Face Modeling From Diverse Raw Scan DataCode0
3D Face Reconstruction from A Single Image Assisted by 2D Face Images in the WildCode0
Learning-by-Novel-View-Synthesis for Full-Face Appearance-Based 3D Gaze EstimationCode0
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
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
Deception Detection by 2D-to-3D Face Reconstruction from Videos—0
Adaptive 3D Face Reconstruction From Unconstrained Photo Collections—0
Generative Landmarks Guided Eyeglasses Removal 3D Face Reconstruction—0
Continuous Landmark Detection With 3D Queries—0
Accurate 3D Face Reconstruction with Facial Component Tokens—0
Generative Face Parsing Map Guided 3D Face Reconstruction Under Occluded Scenes—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
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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