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
Unsupervised Style-based Explicit 3D Face Reconstruction from Single Image—0
ASM: Adaptive Skinning Model for High-Quality 3D Face Modeling—0
Face Animation with an Attribute-Guided Diffusion ModelCode1
HiFace: High-Fidelity 3D Face Reconstruction by Learning Static and Dynamic Details—0
A Hierarchical Representation Network for Accurate and Detailed Face Reconstruction from In-The-Wild ImagesCode2
RAFaRe: Learning Robust and Accurate Non-parametric 3D Face Reconstruction from Pseudo 2D&3D PairsCode1
3D Face Reconstruction for Forensic Recognition -- A Survey—0
Accurate 3D Face Reconstruction with Facial Component Tokens—0
Template Inversion Attack against Face Recognition Systems using 3D Face Reconstruction—0
Continuous Landmark Detection With 3D Queries—0
Improving Fairness in Facial Albedo Estimation via Visual-Textual Cues—0
Self-Supervised Geometry-Aware Encoder for Style-Based 3D GAN Inversion—0
3D face reconstruction from single image with generative adversarial networks—0
Generating 2D and 3D Master Faces for Dictionary Attacks with a Network-Assisted Latent Space Evolution—0
FFHQ-UV: Normalized Facial UV-Texture Dataset for 3D Face ReconstructionCode2
Facial Action Units Detection Aided by Global-Local Expression Embedding—0
BareSkinNet: De-makeup and De-lighting via 3D Face Reconstruction—0
Learning to regulate 3D head shape by removing occluding hair from in-the-wild images—0
Perspective Reconstruction of Human Faces by Joint Mesh and Landmark RegressionCode0
FDNeRF: Few-shot Dynamic Neural Radiance Fields for Face Reconstruction and Expression EditingCode1
Visual Speech-Aware Perceptual 3D Facial Expression Reconstruction from VideosCode2
GAN2X: Non-Lambertian Inverse Rendering of Image GANs—0
KeypointNeRF: Generalizing Image-based Volumetric Avatars using Relative Spatial Encoding of KeypointsCode2
Towards 3D Face Reconstruction in Perspective Projection: Estimating 6DoF Face Pose from Monocular ImageCode1
EMOCA: Emotion Driven Monocular Face Capture and AnimationCode2
Towards Metrical Reconstruction of Human FacesCode2
From 2D Images to 3D Model:Weakly Supervised Multi-View Face Reconstruction with Deep FusionCode1
3D face reconstruction with dense landmarks—0
FaceVerse: a Fine-grained and Detail-controllable 3D Face Morphable Model from a Hybrid DatasetCode2
REALY: Rethinking the Evaluation of 3D Face ReconstructionCode2
Cross-Modal Perceptionist: Can Face Geometry be Gleaned from Voices?Code1
S2F2: Self-Supervised High Fidelity Face Reconstruction from Monocular Image—0
BabyNet: Reconstructing 3D faces of babies from uncalibrated photographs—0
3D Dense Face Alignment with Fused Features by Aggregating CNNs and GCNs—0
Non-Deterministic Face Mask Removal Based On 3D PriorsCode1
Data standardization for robust lip sync—0
Learning-by-Novel-View-Synthesis for Full-Face Appearance-Based 3D Gaze EstimationCode0
HairMapper: Removing Hair From Portraits Using GANsCode2
Enhancing Face Recognition With Self-Supervised 3D Reconstruction—0
Self-Supervised Robustifying Guidance for Monocular 3D Face ReconstructionCode1
Segmentation-Reconstruction-Guided Facial Image De-occlusion—0
AvatarMe++: Facial Shape and BRDF Inference with Photorealistic Rendering-Aware GANsCode1
Implicit Neural Deformation for Sparse-View Face Reconstruction—0
Attention based Occlusion Removal for Hybrid Telepresence Systems—0
Identity-Preserving Pose-Robust Face Hallucination Through Face Subspace Prior—0
Self-supervised Re-renderable Facial Albedo Reconstruction from Single ImageCode1
FaceScape: 3D Facial Dataset and Benchmark for Single-View 3D Face ReconstructionCode1
Synergy between 3DMM and 3D Landmarks for Accurate 3D Facial GeometryCode1
A Review of 3D Face Reconstruction From a Single Image—0
Self-Supervised 3D Face Reconstruction via Conditional Estimation—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