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3D Face Reconstruction On Realy

Metrics

@cheek
@forehead
@mouth
@nose
all

Results

Performance results of various models on this benchmark

Paper TitleRepository
RingNet2.028 (±0.720)2.995 (±0.908)2.074 (±0.616)1.934 (±0.458)2.258Learning to Regress 3D Face Shape and Expression from an Image without 3D Supervision
N-3DMM1.918 (±0.801)4.582 (±1.488)2.375 (±0.599)2.936 (±0.810)2.953Towards High-fidelity Nonlinear 3D Face Morphable Model-
PRNet1.863 (±0.698)2.429 (±0.588)1.838 (±0.637)1.923 (±0.518)2.013Joint 3D Face Reconstruction and Dense Alignment with Position Map Regression Network
SADRNet1.856 (±0.701)2.413 (±0.537)1.591 (±0.488)1.791 (±0.542)1.913SADRNet: Self-Aligned Dual Face Regression Networks for Robust 3D Dense Face Alignment and Reconstruction
3DDFA-v21.757 (±0.642)2.447 (±0.647)1.597 (±0.478)1.903 (±0.517)1.926Towards Fast, Accurate and Stable 3D Dense Face Alignment
ExpNet1.717 (±0.590)3.084 (±1.005)1.912 (±0.450)2.509 (±0.486)2.306ExpNet: Landmark-Free, Deep, 3D Facial Expressions
MGCNet1.665 (±0.644)2.248 (±0.508)1.409 (±0.418)1.827 (±0.383)1.787Self-Supervised Monocular 3D Face Reconstruction by Occlusion-Aware Multi-view Geometry Consistency
SynergyNet1.647 (±0.622)2.679 (±0.741)1.731 (±0.502)2.026 (±0.532)2.021Synergy between 3DMM and 3D Landmarks for Accurate 3D Facial Geometry
PSL1.593 (±0.540)2.350 (±0.551)1.876 (±0.563)1.708 (±0.349)1.882A Perceptual Shape Loss for Monocular 3D Face Reconstruction-
Deep3D1.528 (±0.501)2.015 (±0.449)1.368 (±0.439)1.719 (±0.354)1.657Accurate 3D Face Reconstruction with Weakly-Supervised Learning: From Single Image to Image Set
EMOCA-f1.495 (±0.469)2.595 (±0.631)2.929 (±1.106)2.532 (±0.539)2.388EMOCA: Emotion Driven Monocular Face Capture and Animation
DECA-c1.479 (±0.535)2.394 (±0.576)2.516 (±0.839)1.697 (±0.355)2.010Learning an Animatable Detailed 3D Face Model from In-The-Wild Images
CEST1.456 (±0.485)2.384 (±0.578)1.448 (±0.406)2.779 (±0.835)2.017Self-Supervised 3D Face Reconstruction via Conditional Estimation-
DECA-f1.443 (±0.498)2.457 (±0.559)2.802 (±0.868)2.138 (±0.461)2.210Learning an Animatable Detailed 3D Face Model from In-The-Wild Images
EMOCA-c1.438 (±0.501)2.426 (±0.641)2.679 (±1.112)1.868 (±0.387)2.103EMOCA: Emotion Driven Monocular Face Capture and Animation
HiFace-c1.342 (±0.384)1.331 (±0.347)1.461 (±0.430)1.054 (±0.317)1.297HiFace: High-Fidelity 3D Face Reconstruction by Learning Static and Dynamic Details-
GANFit1.329 (±0.504)2.402 (±0.545)1.812 (±0.544)1.928 (±0.490)1.868GANFIT: Generative Adversarial Network Fitting for High Fidelity 3D Face Reconstruction
HiFace-f1.291 (±0.362)1.324 (±0.334)1.450 (±0.413)1.036 (±0.280)1.275HiFace: High-Fidelity 3D Face Reconstruction by Learning Static and Dynamic Details-
AlbedoGAN1.141 (±0.303)2.102 (±0.512)2.087 (±0.839)1.656 (±0.374)1.746Towards Realistic Generative 3D Face Models
MoSAR1.128 (±0.303)1.950 (±0.559)1.424 (±0.462)1.499 (±0.366)1.500MoSAR: Monocular Semi-Supervised Model for Avatar Reconstruction using Differentiable Shading-
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3D Face Reconstruction On Realy | SOTA | HyperAI