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 176–200 of 211 papers

Title	Date	Tasks	Status	Hype
Disentangling Features in 3D Face Shapes for Joint Face Reconstruction and Recognition	Mar 30, 2018	3D Face ReconstructionDecoder	—Unverified	0
Joint 3D Face Reconstruction and Dense Alignment with Position Map Regression Network	Mar 21, 2018	3D Face ReconstructionFace Alignment	CodeCode Available	1
Evaluation of Dense 3D Reconstruction from 2D Face Images in the Wild	Mar 14, 2018	3D Face Reconstruction3D Reconstruction	—Unverified	0
ExpNet: Landmark-Free, Deep, 3D Facial Expressions	Feb 2, 2018	3D Face Reconstruction3D Facial Expression Recognition	CodeCode Available	0
Extreme 3D Face Reconstruction: Seeing Through Occlusions	Dec 14, 2017	3D Face ReconstructionDecoder	CodeCode Available	0
3D Face Reconstruction with Region Based Best Fit Blending Using Mobile Phone for Virtual Reality Based Social Media	Dec 12, 2017	3D Face ReconstructionFace Model	—Unverified	0
Sparse Photometric 3D Face Reconstruction Guided by Morphable Models	Nov 29, 2017	3D Face ReconstructionFace Reconstruction	—Unverified	0
An Adversarial Neuro-Tensorial Approach For Learning Disentangled Representations	Nov 28, 2017	3D Face ReconstructionFace Reconstruction	—Unverified	0
3D Face Reconstruction from Light Field Images: A Model-free Approach	Nov 16, 2017	3D Face ReconstructionFace Reconstruction	—Unverified	0
Spatial Pyramid Context-Aware Moving Object Detection and Tracking for Full Motion Video and Wide Aerial Motion Imagery	Nov 5, 2017	3D Face ReconstructionFace Reconstruction	—Unverified	0
Learning a model of facial shape and expression from 4D scans	Nov 1, 2017	3D Face Animation3D Face Modelling	CodeCode Available	2
Facial Key Points Detection using Deep Convolutional Neural Network - NaimishNet	Oct 3, 2017	3D Face ReconstructionBIG-bench Machine Learning	CodeCode Available	0
Dense Face Alignment	Sep 5, 2017	3D Face ReconstructionFace Alignment	CodeCode Available	0
Joint Face Alignment and 3D Face Reconstruction with Application to Face Recognition	Aug 9, 2017	3D Face ReconstructionFace Alignment	—Unverified	0
CNN-based Real-time Dense Face Reconstruction with Inverse-rendered Photo-realistic Face Images	Aug 3, 2017	3D Face ReconstructionFace Model	—Unverified	0
Fast 3D Reconstruction of Faces With Glasses	Jul 1, 2017	3D Face Reconstruction3D Reconstruction	—Unverified	0
End-to-end 3D face reconstruction with deep neural networks	Apr 17, 2017	3D Face ReconstructionFace Reconstruction	—Unverified	0
Unrestricted Facial Geometry Reconstruction Using Image-to-Image Translation	Mar 29, 2017	3D Face ReconstructionImage-to-Image Translation	CodeCode Available	0
Large Pose 3D Face Reconstruction from a Single Image via Direct Volumetric CNN Regression	Mar 22, 2017	3D Face ReconstructionFace Alignment	CodeCode Available	0
3D Face Reconstruction with Geometry Details from a Single Image	Feb 18, 2017	3D Face ReconstructionFace Model	—Unverified	0
3D Face Morphable Models "In-the-Wild"	Jan 19, 2017	3D Face Reconstruction	—Unverified	0
Regressing Robust and Discriminative 3D Morphable Models with a very Deep Neural Network	Dec 15, 2016	3D Face ReconstructionFace Recognition	CodeCode Available	0
PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation	Dec 2, 2016	3D Face Reconstruction3D Semantic Segmentation	CodeCode Available	1
YouTube-8M: A Large-Scale Video Classification Benchmark	Sep 27, 2016	3D Face ReconstructionAction Recognition	CodeCode Available	1
3D Face Reconstruction by Learning from Synthetic Data	Sep 14, 2016	3D Face ReconstructionFace Reconstruction	—Unverified	0

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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