3D Face Modelling on NoW Benchmark

Metric: Median Reconstruction Error (lower is better)

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#	Model↕	Median Reconstruction Error▲	Extra Data	Paper	Date↕	Code
1	DenseLandmarks (Multi-view)	0.81	No	3D face reconstruction with dense landmarks	2022-04-06	-
2	MICA	0.9	No	Towards Metrical Reconstruction of Human Faces	2022-04-13	Code
3	DenseLandmarks (Single-view)	1.02	No	3D face reconstruction with dense landmarks	2022-04-06	-
4	FOCUS	1.04	No	Robust Model-based Face Reconstruction through W...	2021-06-17	Code
5	DECA	1.09	No	Learning an Animatable Detailed 3D Face Model fr...	2020-12-07	Code
6	Deep3DFaceRecon PyTorch	1.11	No	Accurate 3D Face Reconstruction with Weakly-Supe...	2019-03-20	Code
7	PIXIE	1.18	No	Collaborative Regression of Expressive Bodies us...	2021-05-11	Code
8	RingNet	1.21	No	Learning to Regress 3D Face Shape and Expression...	2019-05-16	Code
9	FLAME template	1.21	No	-	-	Code
10	Deng et al. 2019	1.23	No	Accurate 3D Face Reconstruction with Weakly-Supe...	2019-03-20	Code
11	3DDFA_V2	1.23	No	Towards Fast, Accurate and Stable 3D Dense Face ...	2020-09-21	Code
12	Dib et al. 2021	1.26	No	Towards High Fidelity Monocular Face Reconstruct...	2021-03-29	-
13	SynergyNet	1.27	No	Synergy between 3DMM and 3D Landmarks for Accura...	2021-10-19	Code
14	MGCNet	1.31	No	Self-Supervised Monocular 3D Face Reconstruction...	2020-07-24	Code
15	PRNet	1.5	No	Joint 3D Face Reconstruction and Dense Alignment...	2018-03-21	Code
16	UMDFA	1.52	No	-	-	Code
17	3DMM-CNN	1.84	No	Regressing Robust and Discriminative 3D Morphabl...	2016-12-15	Code

#1DenseLandmarks (Multi-view)SOTA
0.81
Median Reconstruction Error· 2022-04-06
3D face reconstruction with dense landmarks
#2MICA
0.9
Median Reconstruction Error· 2022-04-13
Towards Metrical Reconstruction of Human Faces Code
#3DenseLandmarks (Single-view)SOTA
1.02
Median Reconstruction Error· 2022-04-06
3D face reconstruction with dense landmarks
#4FOCUSSOTA
1.04
Median Reconstruction Error· 2021-06-17
Robust Model-based Face Reconstruction through Weakly-Supervised Outlier Segmentation Code
#5DECASOTA
1.09
Median Reconstruction Error· 2020-12-07
Learning an Animatable Detailed 3D Face Model from In-The-Wild Images Code
#6Deep3DFaceRecon PyTorchSOTA
1.11
Median Reconstruction Error· 2019-03-20
Accurate 3D Face Reconstruction with Weakly-Supervised Learning: From Single Image to Image Set Code
#7PIXIE
1.18
Median Reconstruction Error· 2021-05-11
Collaborative Regression of Expressive Bodies using Moderation Code
#8RingNet
1.21
Median Reconstruction Error· 2019-05-16
Learning to Regress 3D Face Shape and Expression from an Image without 3D Supervision Code
#9FLAME template
1.21
Median Reconstruction Error
No paperCode
#10Deng et al. 2019SOTA
1.23
Median Reconstruction Error· 2019-03-20
Accurate 3D Face Reconstruction with Weakly-Supervised Learning: From Single Image to Image Set Code
#113DDFA_V2
1.23
Median Reconstruction Error· 2020-09-21
Towards Fast, Accurate and Stable 3D Dense Face Alignment Code
#12Dib et al. 2021
1.26
Median Reconstruction Error· 2021-03-29
Towards High Fidelity Monocular Face Reconstruction with Rich Reflectance using Self-supervised Learning and Ray Tracing
#13SynergyNet
1.27
Median Reconstruction Error· 2021-10-19
Synergy between 3DMM and 3D Landmarks for Accurate 3D Facial Geometry Code
#14MGCNet
1.31
Median Reconstruction Error· 2020-07-24
Self-Supervised Monocular 3D Face Reconstruction by Occlusion-Aware Multi-view Geometry Consistency Code
#15PRNetSOTA
1.5
Median Reconstruction Error· 2018-03-21
Joint 3D Face Reconstruction and Dense Alignment with Position Map Regression Network Code
#16UMDFA
1.52
Median Reconstruction Error
No paperCode
#173DMM-CNNSOTA
1.84
Median Reconstruction Error· 2016-12-15
Regressing Robust and Discriminative 3D Morphable Models with a very Deep Neural Network Code