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Models/LUVLi

LUVLi

Reported on 95 benchmarks across 5 tasks · 1 paper · 65 SOTA

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

Computer Vision38 results

Face ReconstructiononMERL-RAV
AUC@7 (box) · 2020-04-06
77.08
best: 78.47 (SPIGA)
SOTA
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
Face ReconstructiononMERL-RAV
NME (box)· 2020-04-06
1.61
SOTA
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
Face ReconstructiononCOFW-68
AUC@7 (box)· 2020-04-06
60.8
best: 64.1 (SPIGA)
SOTA
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
Face ReconstructiononCOFW-68
NME (box)· 2020-04-06
2.75
SOTA
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
Face Reconstructionon300W (Common)
NME· 2020-04-06
2.76
SOTA
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
Face ReconstructiononWFW (Extra Data)
AUC@10 (inter-ocular)· 2020-04-06
57.7
best: 63.1 (SH-FAN)
SOTA
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
Face ReconstructiononWFW (Extra Data)
FR@10 (inter-ocular)· 2020-04-06
3.12
SOTA
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
Face ReconstructiononWFW (Extra Data)
NME (inter-ocular)· 2020-04-06
4.37
best: 4.57 (VGG-F)
SOTA
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
Face Reconstructionon300W Split 2
AUC@7 (box)· 2020-04-06
68.3
best: 71 (SPIGA)
SOTA
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
Face Reconstructionon300W Split 2
NME (box)· 2020-04-06
2.24
best: 2.49 (KDN)
SOTA
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
Face ReconstructiononAFLW-19
AUC_box@0.07 (%, Full)· 2020-04-06
68
best: 81.8 (FiFA)
SOTA
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
Face ReconstructiononMenpo
AUC (box)· 2020-04-06
71.9
SOTA
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
Face ReconstructiononMenpo
NME (box)· 2020-04-06
2.04
SOTA
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
3D Face ReconstructiononWFW (Extra Data)
AUC@10 (inter-ocular)· 2020-04-06
57.7
best: 63.1 (SH-FAN)
SOTA
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
3D Face ReconstructiononWFW (Extra Data)
FR@10 (inter-ocular)· 2020-04-06
3.12
SOTA
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
3D Face ReconstructiononWFW (Extra Data)
NME (inter-ocular)· 2020-04-06
4.37
best: 4.57 (VGG-F)
SOTA
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
3D Face Reconstructionon300W (Common)
NME· 2020-04-06
2.76
SOTA
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
3D Face ReconstructiononMenpo
AUC (box)· 2020-04-06
71.9
SOTA
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
3D Face ReconstructiononMenpo
NME (box)· 2020-04-06
2.04
SOTA
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
3D Face ReconstructiononAFLW-19
AUC_box@0.07 (%, Full)· 2020-04-06
68
best: 81.8 (FiFA)
SOTA
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
3D Face ReconstructiononCOFW-68
AUC@7 (box)· 2020-04-06
60.8
best: 64.1 (SPIGA)
SOTA
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
3D Face ReconstructiononCOFW-68
NME (box)· 2020-04-06
2.75
SOTA
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
3D Face ReconstructiononMERL-RAV
AUC@7 (box) · 2020-04-06
77.08
best: 78.47 (SPIGA)
SOTA
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
3D Face ReconstructiononMERL-RAV
NME (box)· 2020-04-06
1.61
SOTA
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
3D Face Reconstructionon300W Split 2
AUC@7 (box)· 2020-04-06
68.3
best: 71 (SPIGA)
SOTA
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
3D Face Reconstructionon300W Split 2
NME (box)· 2020-04-06
2.24
best: 2.49 (KDN)
SOTA
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
Face ReconstructiononAFLW-19
NME_box (%, Full)· 2020-04-06
2.28
best: 4.04 (SAN)
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
Face ReconstructiononAFLW-19
NME_diag (%, Frontal)· 2020-04-06
1.19
best: 2.68 (CFSS)
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
Face ReconstructiononAFLW-19
NME_diag (%, Full)· 2020-04-06
1.39
best: 3.92 (CFSS)
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
Face ReconstructiononWFLW
AUC@10 (inter-ocular)· 2020-04-06
57.7
best: 63.81 (SH-FAN)
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
Face ReconstructiononWFLW
FR@10 (inter-ocular)· 2020-04-06
3.12
best: 35.24 (ESR)
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
Face ReconstructiononWFLW
NME (inter-ocular)· 2020-04-06
4.37
best: 11.13 (ESR)
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
3D Face ReconstructiononAFLW-19
NME_box (%, Full)· 2020-04-06
2.28
best: 4.04 (SAN)
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
3D Face ReconstructiononAFLW-19
NME_diag (%, Frontal)· 2020-04-06
1.19
best: 2.68 (CFSS)
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
3D Face ReconstructiononAFLW-19
NME_diag (%, Full)· 2020-04-06
1.39
best: 3.92 (CFSS)
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
3D Face ReconstructiononWFLW
AUC@10 (inter-ocular)· 2020-04-06
57.7
best: 63.81 (SH-FAN)
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
3D Face ReconstructiononWFLW
FR@10 (inter-ocular)· 2020-04-06
3.12
best: 35.24 (ESR)
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
3D Face ReconstructiononWFLW
NME (inter-ocular)· 2020-04-06
4.37
best: 11.13 (ESR)
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980

Music19 results

Facial Recognition and ModellingonWFW (Extra Data)
AUC@10 (inter-ocular)· 2020-04-06
57.7
best: 63.1 (SH-FAN)
SOTA
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
Facial Recognition and ModellingonWFW (Extra Data)
FR@10 (inter-ocular)· 2020-04-06
3.12
SOTA
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
Facial Recognition and ModellingonWFW (Extra Data)
NME (inter-ocular)· 2020-04-06
4.37
best: 4.57 (VGG-F)
SOTA
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
Facial Recognition and Modellingon300W (Common)
NME· 2020-04-06
2.76
SOTA
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
Facial Recognition and ModellingonMenpo
AUC (box)· 2020-04-06
71.9
SOTA
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
Facial Recognition and ModellingonMenpo
NME (box)· 2020-04-06
2.04
SOTA
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
Facial Recognition and ModellingonAFLW-19
AUC_box@0.07 (%, Full)· 2020-04-06
68
best: 81.8 (FiFA)
SOTA
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
Facial Recognition and ModellingonCOFW-68
AUC@7 (box)· 2020-04-06
60.8
best: 64.1 (SPIGA)
SOTA
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
Facial Recognition and ModellingonCOFW-68
NME (box)· 2020-04-06
2.75
SOTA
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
Facial Recognition and ModellingonMERL-RAV
AUC@7 (box) · 2020-04-06
77.08
best: 78.47 (SPIGA)
SOTA
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
Facial Recognition and ModellingonMERL-RAV
NME (box)· 2020-04-06
1.61
SOTA
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
Facial Recognition and Modellingon300W Split 2
AUC@7 (box)· 2020-04-06
68.3
best: 71 (SPIGA)
SOTA
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
Facial Recognition and Modellingon300W Split 2
NME (box)· 2020-04-06
2.24
best: 2.49 (KDN)
SOTA
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
Facial Recognition and ModellingonAFLW-19
NME_box (%, Full)· 2020-04-06
2.28
best: 4.04 (SAN)
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
Facial Recognition and ModellingonAFLW-19
NME_diag (%, Frontal)· 2020-04-06
1.19
best: 2.68 (CFSS)
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
Facial Recognition and ModellingonAFLW-19
NME_diag (%, Full)· 2020-04-06
1.39
best: 3.92 (CFSS)
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
Facial Recognition and ModellingonWFLW
AUC@10 (inter-ocular)· 2020-04-06
57.7
best: 63.81 (SH-FAN)
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
Facial Recognition and ModellingonWFLW
FR@10 (inter-ocular)· 2020-04-06
3.12
best: 35.24 (ESR)
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
Facial Recognition and ModellingonWFLW
NME (inter-ocular)· 2020-04-06
4.37
best: 11.13 (ESR)
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980

Methodology19 results

3DonMERL-RAV
AUC@7 (box) · 2020-04-06
77.08
best: 78.47 (SPIGA)
SOTA
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
3DonMERL-RAV
NME (box)· 2020-04-06
1.61
SOTA
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
3DonCOFW-68
AUC@7 (box)· 2020-04-06
60.8
best: 64.1 (SPIGA)
SOTA
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
3DonCOFW-68
NME (box)· 2020-04-06
2.75
SOTA
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
3Don300W (Common)
NME· 2020-04-06
2.76
SOTA
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
3DonWFW (Extra Data)
AUC@10 (inter-ocular)· 2020-04-06
57.7
best: 63.1 (SH-FAN)
SOTA
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
3DonWFW (Extra Data)
FR@10 (inter-ocular)· 2020-04-06
3.12
SOTA
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
3DonWFW (Extra Data)
NME (inter-ocular)· 2020-04-06
4.37
best: 4.57 (VGG-F)
SOTA
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
3Don300W Split 2
AUC@7 (box)· 2020-04-06
68.3
best: 71 (SPIGA)
SOTA
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
3Don300W Split 2
NME (box)· 2020-04-06
2.24
best: 2.49 (KDN)
SOTA
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
3DonAFLW-19
AUC_box@0.07 (%, Full)· 2020-04-06
68
best: 81.8 (FiFA)
SOTA
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
3DonMenpo
AUC (box)· 2020-04-06
71.9
SOTA
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
3DonMenpo
NME (box)· 2020-04-06
2.04
SOTA
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
3DonAFLW-19
NME_box (%, Full)· 2020-04-06
2.28
best: 4.04 (SAN)
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
3DonAFLW-19
NME_diag (%, Frontal)· 2020-04-06
1.19
best: 2.68 (CFSS)
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
3DonAFLW-19
NME_diag (%, Full)· 2020-04-06
1.39
best: 3.92 (CFSS)
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
3DonWFLW
AUC@10 (inter-ocular)· 2020-04-06
57.7
best: 63.81 (SH-FAN)
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
3DonWFLW
FR@10 (inter-ocular)· 2020-04-06
3.12
best: 35.24 (ESR)
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
3DonWFLW
NME (inter-ocular)· 2020-04-06
4.37
best: 11.13 (ESR)
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980

Medical19 results

3D Face ModellingonWFW (Extra Data)
AUC@10 (inter-ocular)· 2020-04-06
57.7
best: 63.1 (SH-FAN)
SOTA
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
3D Face ModellingonWFW (Extra Data)
FR@10 (inter-ocular)· 2020-04-06
3.12
SOTA
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
3D Face ModellingonWFW (Extra Data)
NME (inter-ocular)· 2020-04-06
4.37
best: 4.57 (VGG-F)
SOTA
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
3D Face Modellingon300W (Common)
NME· 2020-04-06
2.76
SOTA
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
3D Face ModellingonMenpo
AUC (box)· 2020-04-06
71.9
SOTA
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
3D Face ModellingonMenpo
NME (box)· 2020-04-06
2.04
SOTA
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
3D Face ModellingonAFLW-19
AUC_box@0.07 (%, Full)· 2020-04-06
68
best: 81.8 (FiFA)
SOTA
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
3D Face ModellingonCOFW-68
AUC@7 (box)· 2020-04-06
60.8
best: 64.1 (SPIGA)
SOTA
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
3D Face ModellingonCOFW-68
NME (box)· 2020-04-06
2.75
SOTA
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
3D Face ModellingonMERL-RAV
AUC@7 (box) · 2020-04-06
77.08
best: 78.47 (SPIGA)
SOTA
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
3D Face ModellingonMERL-RAV
NME (box)· 2020-04-06
1.61
SOTA
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
3D Face Modellingon300W Split 2
AUC@7 (box)· 2020-04-06
68.3
best: 71 (SPIGA)
SOTA
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
3D Face Modellingon300W Split 2
NME (box)· 2020-04-06
2.24
best: 2.49 (KDN)
SOTA
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
3D Face ModellingonAFLW-19
NME_box (%, Full)· 2020-04-06
2.28
best: 4.04 (SAN)
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
3D Face ModellingonAFLW-19
NME_diag (%, Frontal)· 2020-04-06
1.19
best: 2.68 (CFSS)
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
3D Face ModellingonAFLW-19
NME_diag (%, Full)· 2020-04-06
1.39
best: 3.92 (CFSS)
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
3D Face ModellingonWFLW
AUC@10 (inter-ocular)· 2020-04-06
57.7
best: 63.81 (SH-FAN)
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
3D Face ModellingonWFLW
FR@10 (inter-ocular)· 2020-04-06
3.12
best: 35.24 (ESR)
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980
3D Face ModellingonWFLW
NME (inter-ocular)· 2020-04-06
4.37
best: 11.13 (ESR)
LUVLi Face Alignment: Estimating Landmarks' Location, Uncertainty, and Visibility Likelihood arXiv:2004.02980