3D Face Reconstruction on NoW Benchmark

Metric: Stdev Reconstruction Error (mm) (lower is better)

LeaderboardDataset

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Results

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#	Model↕	Stdev Reconstruction Error (mm)▲	Extra Data	Paper	Date↕	Code
1	DenseLandmarks (Multi-view)	0.84	No	3D face reconstruction with dense landmarks	2022-04-06	-
2	MICA	0.92	No	Towards Metrical Reconstruction of Human Faces	2022-04-13	Code
3	DenseLandmarks (Single-view)	1.08	No	3D face reconstruction with dense landmarks	2022-04-06	-
4	FOCUS	1.1	No	Robust Model-based Face Reconstruction through W...	2021-06-17	Code
5	DECA	1.18	No	Learning an Animatable Detailed 3D Face Model fr...	2020-12-07	Code
6	Deep3DFaceRecon PyTorch	1.21	No	Accurate 3D Face Reconstruction with Weakly-Supe...	2019-03-20	Code
7	PIXIE	1.25	No	Collaborative Regression of Expressive Bodies us...	2021-05-11	Code
8	Deng et al. 2019	1.29	No	Accurate 3D Face Reconstruction with Weakly-Supe...	2019-03-20	Code
9	RingNet	1.31	No	Learning to Regress 3D Face Shape and Expression...	2019-05-16	Code
10	FLAME template	1.31	No	-	-	Code
11	Dib et al. 2021	1.31	No	Towards High Fidelity Monocular Face Reconstruct...	2021-03-29	-
12	SynergyNet	1.31	No	Synergy between 3DMM and 3D Landmarks for Accura...	2021-10-19	Code
13	3DDFA_V2	1.39	No	Towards Fast, Accurate and Stable 3D Dense Face ...	2020-09-21	Code
14	UMDFA	1.57	No	-	-	Code
15	PRNet	1.88	No	Joint 3D Face Reconstruction and Dense Alignment...	2018-03-21	Code
16	3DMM-CNN	2.05	No	Regressing Robust and Discriminative 3D Morphabl...	2016-12-15	Code
17	MGCNet	2.63	No	Self-Supervised Monocular 3D Face Reconstruction...	2020-07-24	Code

#1DenseLandmarks (Multi-view)SOTA
0.84
Stdev Reconstruction Error (mm)· 2022-04-06
3D face reconstruction with dense landmarks
#2MICA
0.92
Stdev Reconstruction Error (mm)· 2022-04-13
Towards Metrical Reconstruction of Human Faces Code
#3DenseLandmarks (Single-view)SOTA
1.08
Stdev Reconstruction Error (mm)· 2022-04-06
3D face reconstruction with dense landmarks
#4FOCUSSOTA
1.1
Stdev Reconstruction Error (mm)· 2021-06-17
Robust Model-based Face Reconstruction through Weakly-Supervised Outlier Segmentation Code
#5DECASOTA
1.18
Stdev Reconstruction Error (mm)· 2020-12-07
Learning an Animatable Detailed 3D Face Model from In-The-Wild Images Code
#6Deep3DFaceRecon PyTorchSOTA
1.21
Stdev Reconstruction Error (mm)· 2019-03-20
Accurate 3D Face Reconstruction with Weakly-Supervised Learning: From Single Image to Image Set Code
#7PIXIE
1.25
Stdev Reconstruction Error (mm)· 2021-05-11
Collaborative Regression of Expressive Bodies using Moderation Code
#8Deng et al. 2019SOTA
1.29
Stdev Reconstruction Error (mm)· 2019-03-20
Accurate 3D Face Reconstruction with Weakly-Supervised Learning: From Single Image to Image Set Code
#9RingNet
1.31
Stdev Reconstruction Error (mm)· 2019-05-16
Learning to Regress 3D Face Shape and Expression from an Image without 3D Supervision Code
#10FLAME template
1.31
Stdev Reconstruction Error (mm)
No paperCode
#11Dib et al. 2021
1.31
Stdev Reconstruction Error (mm)· 2021-03-29
Towards High Fidelity Monocular Face Reconstruction with Rich Reflectance using Self-supervised Learning and Ray Tracing
#12SynergyNet
1.31
Stdev Reconstruction Error (mm)· 2021-10-19
Synergy between 3DMM and 3D Landmarks for Accurate 3D Facial Geometry Code
#133DDFA_V2
1.39
Stdev Reconstruction Error (mm)· 2020-09-21
Towards Fast, Accurate and Stable 3D Dense Face Alignment Code
#14UMDFA
1.57
Stdev Reconstruction Error (mm)
No paperCode
#15PRNetSOTA
1.88
Stdev Reconstruction Error (mm)· 2018-03-21
Joint 3D Face Reconstruction and Dense Alignment with Position Map Regression Network Code
#163DMM-CNNSOTA
2.05
Stdev Reconstruction Error (mm)· 2016-12-15
Regressing Robust and Discriminative 3D Morphable Models with a very Deep Neural Network Code
#17MGCNet
2.63
Stdev Reconstruction Error (mm)· 2020-07-24
Self-Supervised Monocular 3D Face Reconstruction by Occlusion-Aware Multi-view Geometry Consistency Code