OpenCodePapers
3d-face-reconstruction-on-now-benchmark
Face Analysis
3D Face Reconstruction
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Paper
Code
Median Reconstruction Error
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Mean Reconstruction Error (mm)
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Stdev Reconstruction Error (mm)
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ModelName
ReleaseDate
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3D face reconstruction with dense landmarks
0.81
1.01
0.84
DenseLandmarks (Multi-view)
2022-04-06
Towards Metrical Reconstruction of Human Faces
✓ Link
0.90
1.11
0.92
MICA
2022-04-13
3D face reconstruction with dense landmarks
1.02
1.28
1.08
DenseLandmarks (Single-view)
2022-04-06
Robust Model-based Face Reconstruction through Weakly-Supervised Outlier Segmentation
✓ Link
1.04
1.30
1.10
FOCUS
2021-06-17
Learning an Animatable Detailed 3D Face Model from In-The-Wild Images
✓ Link
1.09
1.38
1.18
DECA
2020-12-07
Accurate 3D Face Reconstruction with Weakly-Supervised Learning: From Single Image to Image Set
✓ Link
1.11
1.41
1.21
Deep3DFaceRecon PyTorch
2019-03-20
Collaborative Regression of Expressive Bodies using Moderation
✓ Link
1.18
1.49
1.25
PIXIE
2021-05-11
Learning a model of facial shape and expression from 4D scans
✓ Link
1.21
1.53
1.31
FLAME template
2017-11-01
Learning to Regress 3D Face Shape and Expression from an Image without 3D Supervision
✓ Link
1.21
1.53
1.31
RingNet
2019-05-16
Accurate 3D Face Reconstruction with Weakly-Supervised Learning: From Single Image to Image Set
✓ Link
1.23
1.54
1.29
Deng et al. 2019
2019-03-20
Towards Fast, Accurate and Stable 3D Dense Face Alignment
✓ Link
1.23
1.57
1.39
3DDFA_V2
2020-09-21
Towards High Fidelity Monocular Face Reconstruction with Rich Reflectance using Self-supervised Learning and Ray Tracing
1.26
1.57
1.31
Dib et al. 2021
2021-03-29
Synergy between 3DMM and 3D Landmarks for Accurate 3D Facial Geometry
✓ Link
1.27
1.59
1.31
SynergyNet
2021-10-19
Self-Supervised Monocular 3D Face Reconstruction by Occlusion-Aware Multi-view Geometry Consistency
✓ Link
1.31
1.87
2.63
MGCNet
2020-07-24
Joint 3D Face Reconstruction and Dense Alignment with Position Map Regression Network
✓ Link
1.50
1.98
1.88
PRNet
2018-03-21
“Look Ma, no landmarks!” – Unsupervised, Model-based Dense Face Alignment
✓ Link
1.52
1.89
1.57
UMDFA
Regressing Robust and Discriminative 3D Morphable Models with a very Deep Neural Network
✓ Link
1.84
2.33
2.05
3DMM-CNN
2016-12-15
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