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Models/3DDFA

3DDFA

Reported on 52 benchmarks across 8 tasks · 2 papers · 52 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Computer Vision21 results

Face Reconstructionon300W
NME_inter-ocular (%, Challenge)· 2018-04-02
8.07
best: 8.2 (ASMNet)
SOTA
Face Alignment in Full Pose Range: A 3D Total Solution arXiv:1804.01005
Face Reconstructionon300W
NME_inter-ocular (%, Common)· 2018-04-02
5.09
SOTA
Face Alignment in Full Pose Range: A 3D Total Solution arXiv:1804.01005
Face Reconstructionon300W
NME_inter-ocular (%, Full)· 2018-04-02
5.63
SOTA
Face Alignment in Full Pose Range: A 3D Total Solution arXiv:1804.01005
Face Reconstructionon300W
NME_inter-pupil (%, Challenge)· 2018-04-02
10.59
SOTA
Face Alignment in Full Pose Range: A 3D Total Solution arXiv:1804.01005
Face Reconstructionon300W
NME_inter-pupil (%, Common)· 2018-04-02
6.15
SOTA
Face Alignment in Full Pose Range: A 3D Total Solution arXiv:1804.01005
Face ReconstructiononAFLW
Mean NME· 2018-04-02
4.55
SOTA
Face Alignment in Full Pose Range: A 3D Total Solution arXiv:1804.01005
3D Face ReconstructiononAFLW
Mean NME· 2018-04-02
4.55
SOTA
Face Alignment in Full Pose Range: A 3D Total Solution arXiv:1804.01005
3D Face Reconstructionon300W
NME_inter-ocular (%, Challenge)· 2018-04-02
8.07
best: 8.2 (ASMNet)
SOTA
Face Alignment in Full Pose Range: A 3D Total Solution arXiv:1804.01005
3D Face Reconstructionon300W
NME_inter-ocular (%, Common)· 2018-04-02
5.09
SOTA
Face Alignment in Full Pose Range: A 3D Total Solution arXiv:1804.01005
3D Face Reconstructionon300W
NME_inter-ocular (%, Full)· 2018-04-02
5.63
SOTA
Face Alignment in Full Pose Range: A 3D Total Solution arXiv:1804.01005
3D Face Reconstructionon300W
NME_inter-pupil (%, Challenge)· 2018-04-02
10.59
SOTA
Face Alignment in Full Pose Range: A 3D Total Solution arXiv:1804.01005
3D Face Reconstructionon300W
NME_inter-pupil (%, Common)· 2018-04-02
6.15
SOTA
Face Alignment in Full Pose Range: A 3D Total Solution arXiv:1804.01005
Pose EstimationonAFLW2000
MAE· 2015-11-23
7.393
best: 3.15 (OpNet)
SOTA
Face Alignment Across Large Poses: A 3D Solution arXiv:1511.07212
Pose EstimationonBIWI
MAE (trained with other data)· 2015-11-23
19.068
best: 2.75 (TRG (w/ 300WLP))
SOTA
Face Alignment Across Large Poses: A 3D Solution arXiv:1511.07212
Facial Landmark Detectionon300W
NME· 2015-11-23
7.01
best: 8.23 (DEIL)
SOTA
Face Alignment Across Large Poses: A 3D Solution arXiv:1511.07212
Face Reconstructionon300W
NME_inter-pupil (%, Full)· 2015-11-23
7.01
SOTA
Face Alignment Across Large Poses: A 3D Solution arXiv:1511.07212
Face ReconstructiononAFLW2000
Error rate· 2015-11-23
5.42
best: 2.58 (MNN+ORB (Reannotated))
SOTA
Face Alignment Across Large Poses: A 3D Solution arXiv:1511.07212
Face Reconstructionon300W
NME· 2015-11-23
7.01
best: 8.23 (DEIL)
SOTA
Face Alignment Across Large Poses: A 3D Solution arXiv:1511.07212
3D Face Reconstructionon300W
NME_inter-pupil (%, Full)· 2015-11-23
7.01
SOTA
Face Alignment Across Large Poses: A 3D Solution arXiv:1511.07212
3D Face ReconstructiononAFLW2000
Error rate· 2015-11-23
5.42
best: 2.58 (MNN+ORB (Reannotated))
SOTA
Face Alignment Across Large Poses: A 3D Solution arXiv:1511.07212
3D Face Reconstructionon300W
NME· 2015-11-23
7.01
best: 8.23 (DEIL)
SOTA
Face Alignment Across Large Poses: A 3D Solution arXiv:1511.07212

Methodology11 results

3Don300W
NME_inter-ocular (%, Challenge)· 2018-04-02
8.07
best: 8.2 (ASMNet)
SOTA
Face Alignment in Full Pose Range: A 3D Total Solution arXiv:1804.01005
3Don300W
NME_inter-ocular (%, Common)· 2018-04-02
5.09
SOTA
Face Alignment in Full Pose Range: A 3D Total Solution arXiv:1804.01005
3Don300W
NME_inter-ocular (%, Full)· 2018-04-02
5.63
SOTA
Face Alignment in Full Pose Range: A 3D Total Solution arXiv:1804.01005
3Don300W
NME_inter-pupil (%, Challenge)· 2018-04-02
10.59
SOTA
Face Alignment in Full Pose Range: A 3D Total Solution arXiv:1804.01005
3Don300W
NME_inter-pupil (%, Common)· 2018-04-02
6.15
SOTA
Face Alignment in Full Pose Range: A 3D Total Solution arXiv:1804.01005
3DonAFLW
Mean NME· 2018-04-02
4.55
SOTA
Face Alignment in Full Pose Range: A 3D Total Solution arXiv:1804.01005
3DonAFLW2000
MAE· 2015-11-23
7.393
best: 3.15 (OpNet)
SOTA
Face Alignment Across Large Poses: A 3D Solution arXiv:1511.07212
3DonBIWI
MAE (trained with other data)· 2015-11-23
19.068
best: 2.75 (TRG (w/ 300WLP))
SOTA
Face Alignment Across Large Poses: A 3D Solution arXiv:1511.07212
3Don300W
NME_inter-pupil (%, Full)· 2015-11-23
7.01
SOTA
Face Alignment Across Large Poses: A 3D Solution arXiv:1511.07212
3DonAFLW2000
Error rate· 2015-11-23
5.42
best: 2.58 (MNN+ORB (Reannotated))
SOTA
Face Alignment Across Large Poses: A 3D Solution arXiv:1511.07212
3Don300W
NME· 2015-11-23
7.01
best: 8.23 (DEIL)
SOTA
Face Alignment Across Large Poses: A 3D Solution arXiv:1511.07212

Music9 results

Facial Recognition and ModellingonAFLW
Mean NME· 2018-04-02
4.55
SOTA
Face Alignment in Full Pose Range: A 3D Total Solution arXiv:1804.01005
Facial Recognition and Modellingon300W
NME_inter-ocular (%, Challenge)· 2018-04-02
8.07
best: 8.2 (ASMNet)
SOTA
Face Alignment in Full Pose Range: A 3D Total Solution arXiv:1804.01005
Facial Recognition and Modellingon300W
NME_inter-ocular (%, Common)· 2018-04-02
5.09
SOTA
Face Alignment in Full Pose Range: A 3D Total Solution arXiv:1804.01005
Facial Recognition and Modellingon300W
NME_inter-ocular (%, Full)· 2018-04-02
5.63
SOTA
Face Alignment in Full Pose Range: A 3D Total Solution arXiv:1804.01005
Facial Recognition and Modellingon300W
NME_inter-pupil (%, Challenge)· 2018-04-02
10.59
SOTA
Face Alignment in Full Pose Range: A 3D Total Solution arXiv:1804.01005
Facial Recognition and Modellingon300W
NME_inter-pupil (%, Common)· 2018-04-02
6.15
SOTA
Face Alignment in Full Pose Range: A 3D Total Solution arXiv:1804.01005
Facial Recognition and Modellingon300W
NME_inter-pupil (%, Full)· 2015-11-23
7.01
SOTA
Face Alignment Across Large Poses: A 3D Solution arXiv:1511.07212
Facial Recognition and ModellingonAFLW2000
Error rate· 2015-11-23
5.42
best: 2.58 (MNN+ORB (Reannotated))
SOTA
Face Alignment Across Large Poses: A 3D Solution arXiv:1511.07212
Facial Recognition and Modellingon300W
NME· 2015-11-23
7.01
best: 8.23 (DEIL)
SOTA
Face Alignment Across Large Poses: A 3D Solution arXiv:1511.07212

Medical9 results

3D Face ModellingonAFLW
Mean NME· 2018-04-02
4.55
SOTA
Face Alignment in Full Pose Range: A 3D Total Solution arXiv:1804.01005
3D Face Modellingon300W
NME_inter-ocular (%, Challenge)· 2018-04-02
8.07
best: 8.2 (ASMNet)
SOTA
Face Alignment in Full Pose Range: A 3D Total Solution arXiv:1804.01005
3D Face Modellingon300W
NME_inter-ocular (%, Common)· 2018-04-02
5.09
SOTA
Face Alignment in Full Pose Range: A 3D Total Solution arXiv:1804.01005
3D Face Modellingon300W
NME_inter-ocular (%, Full)· 2018-04-02
5.63
SOTA
Face Alignment in Full Pose Range: A 3D Total Solution arXiv:1804.01005
3D Face Modellingon300W
NME_inter-pupil (%, Challenge)· 2018-04-02
10.59
SOTA
Face Alignment in Full Pose Range: A 3D Total Solution arXiv:1804.01005
3D Face Modellingon300W
NME_inter-pupil (%, Common)· 2018-04-02
6.15
SOTA
Face Alignment in Full Pose Range: A 3D Total Solution arXiv:1804.01005
3D Face Modellingon300W
NME_inter-pupil (%, Full)· 2015-11-23
7.01
SOTA
Face Alignment Across Large Poses: A 3D Solution arXiv:1511.07212
3D Face ModellingonAFLW2000
Error rate· 2015-11-23
5.42
best: 2.58 (MNN+ORB (Reannotated))
SOTA
Face Alignment Across Large Poses: A 3D Solution arXiv:1511.07212
3D Face Modellingon300W
NME· 2015-11-23
7.01
best: 8.23 (DEIL)
SOTA
Face Alignment Across Large Poses: A 3D Solution arXiv:1511.07212

Audio2 results

1 Image, 2*2 StitchionAFLW2000
MAE· 2015-11-23
7.393
best: 3.15 (OpNet)
SOTA
Face Alignment Across Large Poses: A 3D Solution arXiv:1511.07212
1 Image, 2*2 StitchionBIWI
MAE (trained with other data)· 2015-11-23
19.068
best: 2.75 (TRG (w/ 300WLP))
SOTA
Face Alignment Across Large Poses: A 3D Solution arXiv:1511.07212