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 151–175 of 211 papers

Title	Date	Tasks	Status	Hype
Semi-Supervised Monocular 3D Face Reconstruction With End-to-End Shape-Preserved Domain Transfer	Oct 1, 2019	3D Face ReconstructionFace Reconstruction	—Unverified	0
Face Video Deblurring Using 3D Facial Priors	Oct 1, 2019	3D Face ReconstructionDeblurring	—Unverified	0
DF2Net: A Dense-Fine-Finer Network for Detailed 3D Face Reconstruction	Oct 1, 2019	3D Face ReconstructionFace Reconstruction	CodeCode Available	0
Semi-supervised 3D Face Reconstruction with Nonlinear Disentangled Representations	Sep 25, 2019	3D Face Reconstruction3D geometry	—Unverified	0
Dual Attention MobDenseNet(DAMDNet) for Robust 3D Face Alignment	Aug 30, 2019	3D Face Alignment3D Face Reconstruction	CodeCode Available	0
Learning to Regress 3D Face Shape and Expression from an Image without 3D Supervision	May 16, 2019	3D Face Reconstruction	CodeCode Available	0
Learning Robust 3D Face Reconstruction and Discriminative Identity Representation	May 16, 2019	3D Face ReconstructionFace Model	—Unverified	0
Face De-occlusion using 3D Morphable Model and Generative Adversarial Network	Apr 12, 2019	3D Face ReconstructionFace Model	—Unverified	0
3D Dense Face Alignment via Graph Convolution Networks	Apr 11, 2019	3D Face ReconstructionFace Alignment	—Unverified	0
Towards High-fidelity Nonlinear 3D Face Morphable Model	Apr 9, 2019	3D Face ReconstructionFace Reconstruction	—Unverified	0
3D Face Reconstruction Using Color Photometric Stereo with Uncalibrated Near Point Lights	Apr 4, 2019	3D Face ReconstructionFace Reconstruction	—Unverified	0
FEAFA: A Well-Annotated Dataset for Facial Expression Analysis and 3D Facial Animation	Apr 2, 2019	3D Face ReconstructionFace Reconstruction	—Unverified	0
3D Face Reconstruction from A Single Image Assisted by 2D Face Images in the Wild	Mar 22, 2019	3D Face ReconstructionFace Alignment	CodeCode Available	0
Accurate 3D Face Reconstruction with Weakly-Supervised Learning: From Single Image to Image Set	Mar 20, 2019	3D Face ReconstructionFace Reconstruction	CodeCode Available	1
Joint Face Detection and Facial Motion Retargeting for Multiple Faces	Feb 27, 2019	3D Face ReconstructionFace Alignment	—Unverified	0
GANFIT: Generative Adversarial Network Fitting for High Fidelity 3D Face Reconstruction	Feb 15, 2019	3D Face ReconstructionFace Reconstruction	CodeCode Available	1
3D Face Modeling From Diverse Raw Scan Data	Feb 13, 2019	3D Face Modelling3D Face Reconstruction	CodeCode Available	0
Deception Detection by 2D-to-3D Face Reconstruction from Videos	Dec 26, 2018	3D Face ReconstructionDeception Detection	—Unverified	0
A Self-Supervised Bootstrap Method for Single-Image 3D Face Reconstruction	Dec 14, 2018	3D Face Reconstruction3D Reconstruction	—Unverified	0
Pose Invariant 3D Face Reconstruction	Nov 13, 2018	3D Face ReconstructionFace Reconstruction	—Unverified	0
MobileFace: 3D Face Reconstruction with Efficient CNN Regression	Sep 24, 2018	3D Face ReconstructionFace Reconstruction	CodeCode Available	0
Head Reconstruction from Internet Photos	Sep 13, 2018	3D Face ReconstructionFace Reconstruction	—Unverified	0
Landmark Weighting for 3DMM Shape Fitting	Aug 16, 2018	3D Face ReconstructionFace Reconstruction	—Unverified	0
3D Face From X: Learning Face Shape from Diverse Sources	Aug 16, 2018	3D Face Modelling3D Face Reconstruction	CodeCode Available	1
Unsupervised Training for 3D Morphable Model Regression	Jun 15, 2018	3D Face Reconstructionmodel	CodeCode Available	1

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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