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 101–150 of 211 papers

TitleStatusHype
Video Transformer for Deepfake Detection with Incremental Learning—0
3D human tongue reconstruction from single "in-the-wild" images—0
Normalized Avatar Synthesis Using StyleGAN and Perceptual Refinement—0
HifiFace: 3D Shape and Semantic Prior Guided High Fidelity Face SwappingCode1
Robust Model-based Face Reconstruction through Weakly-Supervised Outlier SegmentationCode1
Weakly-Supervised Photo-realistic Texture Generation for 3D Face Reconstruction—0
SADRNet: Self-Aligned Dual Face Regression Networks for Robust 3D Dense Face Alignment and ReconstructionCode1
Learning Free-Form Deformation for 3D Face Reconstruction from In-The-Wild Images—0
Fast-GANFIT: Generative Adversarial Network for High Fidelity 3D Face ReconstructionCode1
Collaborative Regression of Expressive Bodies using ModerationCode1
3D-TalkEmo: Learning to Synthesize 3D Emotional Talking Head—0
Towards NIR-VIS Masked Face Recognition—0
Riggable 3D Face Reconstruction via In-Network OptimizationCode1
Pre-training strategies and datasets for facial representation learningCode1
Towards High Fidelity Monocular Face Reconstruction with Rich Reflectance using Self-supervised Learning and Ray Tracing—0
Realistic face animation generation from videos—0
MeInGame: Create a Game Character Face from a Single PortraitCode1
Weakly-Supervised Multi-Face 3D ReconstructionCode1
Learning an Animatable Detailed 3D Face Model from In-The-Wild ImagesCode2
Survey on 3D face reconstruction from uncalibrated images—0
Reconstructing A Large Scale 3D Face Dataset for Deep 3D Face Identification—0
Learning 3D Face Reconstruction with a Pose Guidance Network—0
A Human Ear Reconstruction Autoencoder—0
Learning Complete 3D Morphable Face Models from Images and Videos—0
Towards Fast, Accurate and Stable 3D Dense Face AlignmentCode2
Pixel-Face: A Large-Scale, High-Resolution Benchmark for 3D Face Reconstruction—0
Monocular Expressive Body Regression through Body-Driven AttentionCode1
Fast and Robust Face-to-Parameter Translation for Game Character Auto-Creation—0
Eyeglasses 3D shape reconstruction from a single face image—0
Beyond 3DMM Space: Towards Fine-grained 3D Face ReconstructionCode1
“Look Ma, no landmarks!” – Unsupervised, Model-based Dense Face AlignmentCode1
Self-Supervised Monocular 3D Face Reconstruction by Occlusion-Aware Multi-view Geometry ConsistencyCode1
Personalized Face Modeling for Improved Face Reconstruction and Motion Retargeting—0
Adaptive 3D Face Reconstruction from a Single Image—0
Multi-spectral Facial Landmark Detection—0
RetinaFace: Single-Shot Multi-Level Face Localisation in the WildCode2
Deep Facial Non-Rigid Multi-View StereoCode1
ReDA:Reinforced Differentiable Attribute for 3D Face Reconstruction—0
Uncertainty-Aware Mesh Decoder for High Fidelity 3D Face Reconstruction—0
TAEN: Temporal Aware Embedding Network for Few-Shot Action Recognition—0
Landmark Detection and 3D Face Reconstruction for Caricature using a Nonlinear Parametric ModelCode1
AvatarMe: Realistically Renderable 3D Facial Reconstruction "in-the-wild"Code1
Lightweight Photometric Stereo for Facial Details RecoveryCode1
Cross-modal Deep Face Normals with Deactivable Skip ConnectionsCode1
Towards High-Fidelity 3D Face Reconstruction from In-the-Wild Images Using Graph Convolutional NetworksCode1
Monocular 3D Head Reconstruction via Prediction and Integration of Normal Vector Field—0
Everybody's Talkin': Let Me Talk as You Want—0
Joint Face Super-Resolution and Deblurring Using a Generative Adversarial Network—0
Self-supervised Learning of Detailed 3D Face ReconstructionCode0
Face Manifold: Manifold Learning for Synthetic Face GenerationCode0
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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