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 151–200 of 211 papers

TitleStatusHype
Semi-Supervised Monocular 3D Face Reconstruction With End-to-End Shape-Preserved Domain Transfer—0
Face Video Deblurring Using 3D Facial Priors—0
DF2Net: A Dense-Fine-Finer Network for Detailed 3D Face ReconstructionCode0
Semi-supervised 3D Face Reconstruction with Nonlinear Disentangled Representations—0
Dual Attention MobDenseNet(DAMDNet) for Robust 3D Face AlignmentCode0
Learning to Regress 3D Face Shape and Expression from an Image without 3D SupervisionCode0
Learning Robust 3D Face Reconstruction and Discriminative Identity Representation—0
Face De-occlusion using 3D Morphable Model and Generative Adversarial Network—0
3D Dense Face Alignment via Graph Convolution Networks—0
Towards High-fidelity Nonlinear 3D Face Morphable Model—0
3D Face Reconstruction Using Color Photometric Stereo with Uncalibrated Near Point Lights—0
FEAFA: A Well-Annotated Dataset for Facial Expression Analysis and 3D Facial Animation—0
3D Face Reconstruction from A Single Image Assisted by 2D Face Images in the WildCode0
Accurate 3D Face Reconstruction with Weakly-Supervised Learning: From Single Image to Image SetCode1
Joint Face Detection and Facial Motion Retargeting for Multiple Faces—0
GANFIT: Generative Adversarial Network Fitting for High Fidelity 3D Face ReconstructionCode1
3D Face Modeling From Diverse Raw Scan DataCode0
Deception Detection by 2D-to-3D Face Reconstruction from Videos—0
A Self-Supervised Bootstrap Method for Single-Image 3D Face Reconstruction—0
Pose Invariant 3D Face Reconstruction—0
MobileFace: 3D Face Reconstruction with Efficient CNN RegressionCode0
Head Reconstruction from Internet Photos—0
Landmark Weighting for 3DMM Shape Fitting—0
3D Face From X: Learning Face Shape from Diverse SourcesCode1
Unsupervised Training for 3D Morphable Model RegressionCode1
Disentangling Features in 3D Face Shapes for Joint Face Reconstruction and Recognition—0
Joint 3D Face Reconstruction and Dense Alignment with Position Map Regression NetworkCode1
Evaluation of Dense 3D Reconstruction from 2D Face Images in the Wild—0
ExpNet: Landmark-Free, Deep, 3D Facial ExpressionsCode0
Extreme 3D Face Reconstruction: Seeing Through OcclusionsCode0
3D Face Reconstruction with Region Based Best Fit Blending Using Mobile Phone for Virtual Reality Based Social Media—0
Sparse Photometric 3D Face Reconstruction Guided by Morphable Models—0
An Adversarial Neuro-Tensorial Approach For Learning Disentangled Representations—0
3D Face Reconstruction from Light Field Images: A Model-free Approach—0
Spatial Pyramid Context-Aware Moving Object Detection and Tracking for Full Motion Video and Wide Aerial Motion Imagery—0
Learning a model of facial shape and expression from 4D scansCode2
Facial Key Points Detection using Deep Convolutional Neural Network - NaimishNetCode0
Dense Face AlignmentCode0
Joint Face Alignment and 3D Face Reconstruction with Application to Face Recognition—0
CNN-based Real-time Dense Face Reconstruction with Inverse-rendered Photo-realistic Face Images—0
Fast 3D Reconstruction of Faces With Glasses—0
End-to-end 3D face reconstruction with deep neural networks—0
Unrestricted Facial Geometry Reconstruction Using Image-to-Image TranslationCode0
Large Pose 3D Face Reconstruction from a Single Image via Direct Volumetric CNN RegressionCode0
3D Face Reconstruction with Geometry Details from a Single Image—0
3D Face Morphable Models "In-the-Wild"—0
Regressing Robust and Discriminative 3D Morphable Models with a very Deep Neural NetworkCode0
PointNet: Deep Learning on Point Sets for 3D Classification and SegmentationCode1
YouTube-8M: A Large-Scale Video Classification BenchmarkCode1
3D Face Reconstruction by Learning from Synthetic Data—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