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 101–125 of 211 papers

TitleStatusHype
Robust Geometry and Reflectance Disentanglement for 3D Face Reconstruction from Sparse-view Images—0
S2F2: Self-Supervised High Fidelity Face Reconstruction from Monocular Image—0
S^3-Face: SSS-Compliant Facial Reflectance Estimation via Diffusion Priors—0
Segmentation-Reconstruction-Guided Facial Image De-occlusion—0
Self-Supervised 3D Face Reconstruction via Conditional Estimation—0
Self-Supervised Geometry-Aware Encoder for Style-Based 3D GAN Inversion—0
Semi-supervised 3D Face Reconstruction with Nonlinear Disentangled Representations—0
Semi-Supervised Monocular 3D Face Reconstruction With End-to-End Shape-Preserved Domain Transfer—0
Sketch-1-to-3: One Single Sketch to 3D Detailed Face Reconstruction—0
Skull-to-Face: Anatomy-Guided 3D Facial Reconstruction and Editing—0
Sparse Photometric 3D Face Reconstruction Guided by Morphable Models—0
Spatial Pyramid Context-Aware Moving Object Detection and Tracking for Full Motion Video and Wide Aerial Motion Imagery—0
Stable Video Portraits—0
0-1 laws for pattern occurrences in phylogenetic trees and networks—0
TAEN: Temporal Aware Embedding Network for Few-Shot Action Recognition—0
Template Inversion Attack against Face Recognition Systems using 3D Face Reconstruction—0
Towards High Fidelity Monocular Face Reconstruction with Rich Reflectance using Self-supervised Learning and Ray Tracing—0
Towards High-fidelity Nonlinear 3D Face Morphable Model—0
Towards NIR-VIS Masked Face Recognition—0
Uncertainty-Aware Mesh Decoder for High Fidelity 3D Face Reconstruction—0
Unconstrained 3D Face Reconstruction—0
Unsupervised Style-based Explicit 3D Face Reconstruction from Single Image—0
VGG-Tex: A Vivid Geometry-Guided Facial Texture Estimation Model for High Fidelity Monocular 3D Face Reconstruction—0
Video Transformer for Deepfake Detection with Incremental Learning—0
VRMM: A Volumetric Relightable Morphable Head Model—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