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Models/FiFA

FiFA

Reported on 107 benchmarks across 6 tasks · 1 paper · 27 SOTA

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

Computer Vision52 results

Facial Landmark DetectiononAFLW-Front
NME· 2024-02-23
0.8
SOTA
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
Facial Landmark DetectiononWFLW
AUC@10 (inter-ocular)· 2024-02-23
61.78
best: 63.7 (D-ViT)
SOTA
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
Facial Landmark DetectiononWFLW
FR@10 (inter-ocular)· 2024-02-23
1.6
best: 1.76 (D-ViT)
SOTA
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
Facial Landmark DetectiononWFLW
NME (inter-ocular)· 2024-02-23
3.89
SOTA
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
Facial Landmark DetectiononCOFW
NME· 2024-02-23
2.96
SOTA
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
Facial Landmark DetectiononCOFW
NME (inter-ocular)· 2024-02-23
2.96
SOTA
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
Facial Landmark DetectiononAFLW-Full
NME· 2024-02-23
0.92
SOTA
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
Face ReconstructiononAFLW-19
AUC_box@0.07 (%, Full)· 2024-02-23
81.8
SOTA
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
Face ReconstructiononAFLW-Front
NME· 2024-02-23
0.8
SOTA
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
Face ReconstructiononCOFW
NME· 2024-02-23
2.96
SOTA
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
Face ReconstructiononAFLW-Full
NME· 2024-02-23
0.92
SOTA
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
3D Face ReconstructiononAFLW-19
AUC_box@0.07 (%, Full)· 2024-02-23
81.8
SOTA
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
3D Face ReconstructiononAFLW-Front
NME· 2024-02-23
0.8
SOTA
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
3D Face ReconstructiononCOFW
NME· 2024-02-23
2.96
SOTA
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
3D Face ReconstructiononAFLW-Full
NME· 2024-02-23
0.92
SOTA
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
Facial Landmark DetectiononAFLW-Front
Mean NME· 2024-02-23
0.8
best: 1.38 (AnchorFace)
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
Facial Landmark DetectiononAFLW-Front
Mean NME · 2024-02-23
0.8
best: 1.85 (SAN)
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
Facial Landmark Detectionon300W
NME· 2024-02-23
2.89
best: 8.23 (DEIL)
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
Facial Landmark DetectiononAFLW-Full
Mean NME· 2024-02-23
0.92
best: 2.01 (3DDE (Box height Norm, 19 landmarks - no earlobs))
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
Facial Landmark DetectiononAFLW-Full
Mean NME · 2024-02-23
0.92
best: 2.17 (DCFE (Box height Norm, 19 landmarks - no earlobs))
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
Face ReconstructiononCOFW
NME (inter-ocular)· 2024-02-23
2.96
best: 5.07 (Wing (Feng et al., 2018))
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
Face Reconstructionon300W
NME_inter-ocular (%, Challenge)· 2024-02-23
4.47
best: 8.2 (ASMNet)
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
Face Reconstructionon300W
NME_inter-ocular (%, Common)· 2024-02-23
2.51
best: 5.09 (3DDFA)
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
Face Reconstructionon300W
NME_inter-ocular (%, Full)· 2024-02-23
2.89
best: 5.63 (3DDFA)
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
Face ReconstructiononAFLW-19
NME_box (%, Full)· 2024-02-23
1.31
best: 4.04 (SAN)
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
Face ReconstructiononAFLW-19
NME_diag (%, Frontal)· 2024-02-23
0.8
best: 2.68 (CFSS)
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
Face ReconstructiononAFLW-19
NME_diag (%, Full)· 2024-02-23
0.92
best: 3.92 (CFSS)
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
Face ReconstructiononAFLW-Front
Mean NME· 2024-02-23
0.8
best: 1.38 (AnchorFace)
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
Face ReconstructiononAFLW-Front
Mean NME · 2024-02-23
0.8
best: 1.85 (SAN)
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
Face ReconstructiononWFLW
AUC@10 (inter-ocular)· 2024-02-23
61.78
best: 63.81 (SH-FAN)
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
Face ReconstructiononWFLW
FR@10 (inter-ocular)· 2024-02-23
1.6
best: 35.24 (ESR)
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
Face ReconstructiononWFLW
NME (inter-ocular)· 2024-02-23
3.89
best: 11.13 (ESR)
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
Face Reconstructionon300W
NME· 2024-02-23
2.89
best: 8.23 (DEIL)
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
Face ReconstructiononCOFW
NME (inter-ocular)· 2024-02-23
2.96
best: 5.07 (Wing (Feng et al., 2018))
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
Face ReconstructiononAFLW-Full
Mean NME· 2024-02-23
0.92
best: 2.01 (3DDE (Box height Norm, 19 landmarks - no earlobs))
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
Face ReconstructiononAFLW-Full
Mean NME · 2024-02-23
0.92
best: 2.85 (Binary Face Alignment)
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
3D Face ReconstructiononCOFW
NME (inter-ocular)· 2024-02-23
2.96
best: 5.07 (Wing (Feng et al., 2018))
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
3D Face ReconstructiononAFLW-19
NME_box (%, Full)· 2024-02-23
1.31
best: 4.04 (SAN)
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
3D Face ReconstructiononAFLW-19
NME_diag (%, Frontal)· 2024-02-23
0.8
best: 2.68 (CFSS)
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
3D Face ReconstructiononAFLW-19
NME_diag (%, Full)· 2024-02-23
0.92
best: 3.92 (CFSS)
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
3D Face Reconstructionon300W
NME_inter-ocular (%, Challenge)· 2024-02-23
4.47
best: 8.2 (ASMNet)
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
3D Face Reconstructionon300W
NME_inter-ocular (%, Common)· 2024-02-23
2.51
best: 5.09 (3DDFA)
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
3D Face Reconstructionon300W
NME_inter-ocular (%, Full)· 2024-02-23
2.89
best: 5.63 (3DDFA)
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
3D Face ReconstructiononAFLW-Front
Mean NME· 2024-02-23
0.8
best: 1.38 (AnchorFace)
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
3D Face ReconstructiononAFLW-Front
Mean NME · 2024-02-23
0.8
best: 1.85 (SAN)
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
3D Face ReconstructiononWFLW
AUC@10 (inter-ocular)· 2024-02-23
61.78
best: 63.81 (SH-FAN)
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
3D Face ReconstructiononWFLW
FR@10 (inter-ocular)· 2024-02-23
1.6
best: 35.24 (ESR)
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
3D Face ReconstructiononWFLW
NME (inter-ocular)· 2024-02-23
3.89
best: 11.13 (ESR)
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
3D Face Reconstructionon300W
NME· 2024-02-23
2.89
best: 8.23 (DEIL)
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
3D Face ReconstructiononCOFW
NME (inter-ocular)· 2024-02-23
2.96
best: 5.07 (Wing (Feng et al., 2018))
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
3D Face ReconstructiononAFLW-Full
Mean NME· 2024-02-23
0.92
best: 2.01 (3DDE (Box height Norm, 19 landmarks - no earlobs))
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
3D Face ReconstructiononAFLW-Full
Mean NME · 2024-02-23
0.92
best: 2.85 (Binary Face Alignment)
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044

Music20 results

Facial Recognition and ModellingonAFLW-19
AUC_box@0.07 (%, Full)· 2024-02-23
81.8
SOTA
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
Facial Recognition and ModellingonAFLW-Front
NME· 2024-02-23
0.8
SOTA
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
Facial Recognition and ModellingonCOFW
NME· 2024-02-23
2.96
SOTA
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
Facial Recognition and ModellingonAFLW-Full
NME· 2024-02-23
0.92
SOTA
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
Facial Recognition and ModellingonCOFW
NME (inter-ocular)· 2024-02-23
2.96
best: 5.07 (Wing (Feng et al., 2018))
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
Facial Recognition and ModellingonAFLW-19
NME_box (%, Full)· 2024-02-23
1.31
best: 4.04 (SAN)
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
Facial Recognition and ModellingonAFLW-19
NME_diag (%, Frontal)· 2024-02-23
0.8
best: 2.68 (CFSS)
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
Facial Recognition and ModellingonAFLW-19
NME_diag (%, Full)· 2024-02-23
0.92
best: 3.92 (CFSS)
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
Facial Recognition and Modellingon300W
NME_inter-ocular (%, Challenge)· 2024-02-23
4.47
best: 8.2 (ASMNet)
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
Facial Recognition and Modellingon300W
NME_inter-ocular (%, Common)· 2024-02-23
2.51
best: 5.09 (3DDFA)
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
Facial Recognition and Modellingon300W
NME_inter-ocular (%, Full)· 2024-02-23
2.89
best: 5.63 (3DDFA)
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
Facial Recognition and ModellingonAFLW-Front
Mean NME· 2024-02-23
0.8
best: 1.38 (AnchorFace)
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
Facial Recognition and ModellingonAFLW-Front
Mean NME · 2024-02-23
0.8
best: 1.85 (SAN)
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
Facial Recognition and ModellingonWFLW
AUC@10 (inter-ocular)· 2024-02-23
61.78
best: 63.81 (SH-FAN)
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
Facial Recognition and ModellingonWFLW
FR@10 (inter-ocular)· 2024-02-23
1.6
best: 35.24 (ESR)
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
Facial Recognition and ModellingonWFLW
NME (inter-ocular)· 2024-02-23
3.89
best: 11.13 (ESR)
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
Facial Recognition and Modellingon300W
NME· 2024-02-23
2.89
best: 8.23 (DEIL)
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
Facial Recognition and ModellingonCOFW
NME (inter-ocular)· 2024-02-23
2.96
best: 5.07 (Wing (Feng et al., 2018))
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
Facial Recognition and ModellingonAFLW-Full
Mean NME· 2024-02-23
0.92
best: 2.01 (3DDE (Box height Norm, 19 landmarks - no earlobs))
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
Facial Recognition and ModellingonAFLW-Full
Mean NME · 2024-02-23
0.92
best: 2.85 (Binary Face Alignment)
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044

Methodology20 results

3DonAFLW-19
AUC_box@0.07 (%, Full)· 2024-02-23
81.8
SOTA
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
3DonAFLW-Front
NME· 2024-02-23
0.8
SOTA
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
3DonCOFW
NME· 2024-02-23
2.96
SOTA
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
3DonAFLW-Full
NME· 2024-02-23
0.92
SOTA
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
3DonCOFW
NME (inter-ocular)· 2024-02-23
2.96
best: 5.07 (Wing (Feng et al., 2018))
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
3Don300W
NME_inter-ocular (%, Challenge)· 2024-02-23
4.47
best: 8.2 (ASMNet)
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
3Don300W
NME_inter-ocular (%, Common)· 2024-02-23
2.51
best: 5.09 (3DDFA)
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
3Don300W
NME_inter-ocular (%, Full)· 2024-02-23
2.89
best: 5.63 (3DDFA)
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
3DonAFLW-19
NME_box (%, Full)· 2024-02-23
1.31
best: 4.04 (SAN)
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
3DonAFLW-19
NME_diag (%, Frontal)· 2024-02-23
0.8
best: 2.68 (CFSS)
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
3DonAFLW-19
NME_diag (%, Full)· 2024-02-23
0.92
best: 3.92 (CFSS)
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
3DonAFLW-Front
Mean NME· 2024-02-23
0.8
best: 1.38 (AnchorFace)
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
3DonAFLW-Front
Mean NME · 2024-02-23
0.8
best: 1.85 (SAN)
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
3DonWFLW
AUC@10 (inter-ocular)· 2024-02-23
61.78
best: 63.81 (SH-FAN)
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
3DonWFLW
FR@10 (inter-ocular)· 2024-02-23
1.6
best: 35.24 (ESR)
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
3DonWFLW
NME (inter-ocular)· 2024-02-23
3.89
best: 11.13 (ESR)
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
3Don300W
NME· 2024-02-23
2.89
best: 8.23 (DEIL)
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
3DonCOFW
NME (inter-ocular)· 2024-02-23
2.96
best: 5.07 (Wing (Feng et al., 2018))
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
3DonAFLW-Full
Mean NME· 2024-02-23
0.92
best: 2.01 (3DDE (Box height Norm, 19 landmarks - no earlobs))
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
3DonAFLW-Full
Mean NME · 2024-02-23
0.92
best: 2.85 (Binary Face Alignment)
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044

Medical20 results

3D Face ModellingonAFLW-19
AUC_box@0.07 (%, Full)· 2024-02-23
81.8
SOTA
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
3D Face ModellingonAFLW-Front
NME· 2024-02-23
0.8
SOTA
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
3D Face ModellingonCOFW
NME· 2024-02-23
2.96
SOTA
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
3D Face ModellingonAFLW-Full
NME· 2024-02-23
0.92
SOTA
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
3D Face ModellingonCOFW
NME (inter-ocular)· 2024-02-23
2.96
best: 5.07 (Wing (Feng et al., 2018))
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
3D Face ModellingonAFLW-19
NME_box (%, Full)· 2024-02-23
1.31
best: 4.04 (SAN)
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
3D Face ModellingonAFLW-19
NME_diag (%, Frontal)· 2024-02-23
0.8
best: 2.68 (CFSS)
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
3D Face ModellingonAFLW-19
NME_diag (%, Full)· 2024-02-23
0.92
best: 3.92 (CFSS)
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
3D Face Modellingon300W
NME_inter-ocular (%, Challenge)· 2024-02-23
4.47
best: 8.2 (ASMNet)
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
3D Face Modellingon300W
NME_inter-ocular (%, Common)· 2024-02-23
2.51
best: 5.09 (3DDFA)
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
3D Face Modellingon300W
NME_inter-ocular (%, Full)· 2024-02-23
2.89
best: 5.63 (3DDFA)
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
3D Face ModellingonAFLW-Front
Mean NME· 2024-02-23
0.8
best: 1.38 (AnchorFace)
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
3D Face ModellingonAFLW-Front
Mean NME · 2024-02-23
0.8
best: 1.85 (SAN)
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
3D Face ModellingonWFLW
AUC@10 (inter-ocular)· 2024-02-23
61.78
best: 63.81 (SH-FAN)
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
3D Face ModellingonWFLW
FR@10 (inter-ocular)· 2024-02-23
1.6
best: 35.24 (ESR)
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
3D Face ModellingonWFLW
NME (inter-ocular)· 2024-02-23
3.89
best: 11.13 (ESR)
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
3D Face Modellingon300W
NME· 2024-02-23
2.89
best: 8.23 (DEIL)
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
3D Face ModellingonCOFW
NME (inter-ocular)· 2024-02-23
2.96
best: 5.07 (Wing (Feng et al., 2018))
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
3D Face ModellingonAFLW-Full
Mean NME· 2024-02-23
0.92
best: 2.01 (3DDE (Box height Norm, 19 landmarks - no earlobs))
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044
3D Face ModellingonAFLW-Full
Mean NME · 2024-02-23
0.92
best: 2.85 (Binary Face Alignment)
Fiducial Focus Augmentation for Facial Landmark Detection arXiv:2402.15044