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

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 176–200 of 211 papers

Title	Date	Tasks	Status
VRMM: A Volumetric Relightable Morphable Head Model	Feb 6, 2024	3D Face ReconstructionFace Reconstruction	—Unverified
Weakly-Supervised Photo-realistic Texture Generation for 3D Face Reconstruction	Jun 14, 2021	3D Face ReconstructionFace Reconstruction	—Unverified
What Makes Kevin Spacey Look Like Kevin Spacey	Jun 2, 2015	3D Face ReconstructionFace Reconstruction	—Unverified
What Makes Tom Hanks Look Like Tom Hanks	Dec 1, 2015	3D Face ReconstructionFace Reconstruction	—Unverified
Realistic face animation generation from videos	Mar 27, 2021	3D Face ReconstructionFace Alignment	—Unverified
Reconstructing A Large Scale 3D Face Dataset for Deep 3D Face Identification	Oct 16, 2020	3D Face ReconstructionData Augmentation	—Unverified
ReDA:Reinforced Differentiable Attribute for 3D Face Reconstruction	Jun 1, 2020	3D Face ReconstructionAttribute	—Unverified
Rethinking Voice-Face Correlation: A Geometry View	Jul 26, 2023	3D Face ReconstructionFace Generation	—Unverified
Robust Geometry and Reflectance Disentanglement for 3D Face Reconstruction from Sparse-view Images	Dec 11, 2023	3D Face ReconstructionDisentanglement	—Unverified
S2F2: Self-Supervised High Fidelity Face Reconstruction from Monocular Image	Mar 15, 2022	3D Face ReconstructionFace Reconstruction	—Unverified
S^3-Face: SSS-Compliant Facial Reflectance Estimation via Diffusion Priors	Jan 1, 2025	3D Face ReconstructionFace Reconstruction	—Unverified
Segmentation-Reconstruction-Guided Facial Image De-occlusion	Dec 15, 2021	3D Face ReconstructionFace Reconstruction	—Unverified
Perspective Reconstruction of Human Faces by Joint Mesh and Landmark Regression	Aug 15, 2022	3D Face ReconstructionFace Reconstruction	CodeCode Available
3D Face Reconstruction Using A Spectral-Based Graph Convolution Encoder	Mar 8, 2024	3D Face ReconstructionFace Reconstruction	CodeCode Available
Multilinear Wavelets: A Statistical Shape Space for Human Faces	Jan 13, 2014	3D Face Modelling3D Face Reconstruction	CodeCode Available
Dense Face Alignment	Sep 5, 2017	3D Face ReconstructionFace Alignment	CodeCode Available
Dual Attention MobDenseNet(DAMDNet) for Robust 3D Face Alignment	Aug 30, 2019	3D Face Alignment3D Face Reconstruction	CodeCode Available
Regressing Robust and Discriminative 3D Morphable Models with a very Deep Neural Network	Dec 15, 2016	3D Face ReconstructionFace Recognition	CodeCode Available
A Multiresolution 3D Morphable Face Model and Fitting Framework	Feb 1, 2016	3D Face ReconstructionFace Generation	CodeCode Available
MPF-GAN: an enhanced architecture for 3D face reconstruction	Oct 10, 2024	3D Face Reconstruction3D Reconstruction	CodeCode Available
MobileFace: 3D Face Reconstruction with Efficient CNN Regression	Sep 24, 2018	3D Face ReconstructionFace Reconstruction	CodeCode Available
DF2Net: A Dense-Fine-Finer Network for Detailed 3D Face Reconstruction	Oct 1, 2019	3D Face ReconstructionFace Reconstruction	CodeCode Available
3D Face Modeling From Diverse Raw Scan Data	Feb 13, 2019	3D Face Modelling3D Face Reconstruction	CodeCode Available
Face Manifold: Manifold Learning for Synthetic Face Generation	Oct 3, 2019	3D Face ReconstructionDataset Generation	CodeCode Available
Learning to Regress 3D Face Shape and Expression from an Image without 3D Supervision	May 16, 2019	3D Face Reconstruction	CodeCode Available

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All datasets REALY REALY (side-view)NoW Benchmark Florence AFLW2000-3D Stirling-HQ (FG2018 3D face reconstruction challenge)Stirling-LQ (FG2018 3D face reconstruction challenge)13.8

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	N-3DMM	all	2.95	—	Unverified
2	EMOCA-f	all	2.39	—	Unverified
3	ExpNet	all	2.31	—	Unverified
4	RingNet	all	2.26	—	Unverified
5	DECA-f	all	2.21	—	Unverified
6	MICA	all	2.13	—	Unverified
7	EMOCA-c	all	2.1	—	Unverified
8	SynergyNet	all	2.02	—	Unverified
9	CEST	all	2.02	—	Unverified
10	PRNet	all	2.01	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ExpNet	all	2.48	—	Unverified
2	EMOCA-f	all	2.4	—	Unverified
3	DECA-f	all	2.26	—	Unverified
4	RingNet	all	2.26	—	Unverified
5	MICA	all	2.15	—	Unverified
6	EMOCA-c	all	2.13	—	Unverified
7	DECA-c	all	2.11	—	Unverified
8	PRNet	all	2.03	—	Unverified
9	SynergyNet	all	2.01	—	Unverified
10	SADRNet	all	1.96	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	3DMM-CNN	Median Reconstruction Error	1.84	—	Unverified
2	UMDFA	Median Reconstruction Error	1.52	—	Unverified
3	PRNet	Median Reconstruction Error	1.5	—	Unverified
4	MGCNet	Median Reconstruction Error	1.31	—	Unverified
5	SynergyNet	Median Reconstruction Error	1.27	—	Unverified
6	Dib et al. 2021	Median Reconstruction Error	1.26	—	Unverified
7	Deng et al. 2019	Median Reconstruction Error	1.23	—	Unverified
8	3DDFA_V2	Median Reconstruction Error	1.23	—	Unverified
9	RingNet	Median Reconstruction Error	1.21	—	Unverified
10	FLAME template	Median Reconstruction Error	1.21	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	3DDFA	Mean NME	6.38	—	Unverified
2	VRN-Guided	Mean NME	5.27	—	Unverified
3	PRN	Mean NME	3.76	—	Unverified
4	3DDFA_V2	Mean NME	3.56	—	Unverified
5	Tran et al.	RMSE Cooperative	1.97	—	Unverified
6	3DMM-CNN	Average 3D Error	1.93	—	Unverified
7	itwmm	Average 3D Error	1.82	—	Unverified
8	Genova et al.	RMSE Cooperative	1.78	—	Unverified
9	Piotraschke and Blanz	RMSE Cooperative	1.68	—	Unverified
10	Deep3DFaceReconstruction	RMSE Cooperative	1.66	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DeFA	Mean NME	5.65	—	Unverified
2	3DDFA	Mean NME	5.37	—	Unverified
3	PRN	Mean NME	3.96	—	Unverified
4	3DDFA-V2	Mean NME	3.56	—	Unverified
5	B-spline FFD	Mean NME	3.51	—	Unverified
6	VGG-F	Mean NME	3.42	—	Unverified
7	SADRNet	Mean NME	3.25	—	Unverified
8	DSFNet-is	Mean NME	3.16	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PRNet	Mean Reconstruction Error (mm)	2.06	—	Unverified
2	RingNet	Mean Reconstruction Error (mm)	2.02	—	Unverified
3	3DDFA_V2	Mean Reconstruction Error (mm)	1.91	—	Unverified
4	DECA	Mean Reconstruction Error (mm)	1.89	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PRNet	Mean Reconstruction Error (mm)	2.38	—	Unverified
2	3DDFA_V2	Mean Reconstruction Error (mm)	2.1	—	Unverified
3	RingNet	Mean Reconstruction Error (mm)	2.08	—	Unverified
4	DECA	Mean Reconstruction Error (mm)	1.91	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Djehutynakht	0..5sec	0	—	Unverified