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Models/ASMNet

ASMNet

Reported on 47 benchmarks across 7 tasks · 1 paper · 37 SOTA

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

Computer Vision17 results

Pose Estimationon300W (Full)
MAE pitch (º)· 2021-02-27
1.8
best: 1.7 (SPIGA)
SOTA
ASMNet: a Lightweight Deep Neural Network for Face Alignment and Pose Estimation arXiv:2103.00119
Pose Estimationon300W (Full)
MAE roll (º)· 2021-02-27
1.24
best: 0.77 (SPIGA)
SOTA
ASMNet: a Lightweight Deep Neural Network for Face Alignment and Pose Estimation arXiv:2103.00119
Pose Estimationon300W (Full)
MAE yaw (º)· 2021-02-27
1.62
best: 1.41 (SPIGA)
SOTA
ASMNet: a Lightweight Deep Neural Network for Face Alignment and Pose Estimation arXiv:2103.00119
Pose EstimationonWFLW
MAE mean (º)· 2021-02-27
2.7
best: 1.52 (SPIGA)
SOTA
ASMNet: a Lightweight Deep Neural Network for Face Alignment and Pose Estimation arXiv:2103.00119
Pose EstimationonWFLW
MAE pitch (º)· 2021-02-27
2.93
best: 1.86 (SPIGA)
SOTA
ASMNet: a Lightweight Deep Neural Network for Face Alignment and Pose Estimation arXiv:2103.00119
Pose EstimationonWFLW
MAE roll (º)· 2021-02-27
2.21
best: 0.93 (SPIGA)
SOTA
ASMNet: a Lightweight Deep Neural Network for Face Alignment and Pose Estimation arXiv:2103.00119
Pose EstimationonWFLW
MAE yaw (º)· 2021-02-27
2.97
best: 1.78 (SPIGA)
SOTA
ASMNet: a Lightweight Deep Neural Network for Face Alignment and Pose Estimation arXiv:2103.00119
Pose EstimationonCOFW
MAE pitch (º)· 2021-02-27
2.72
SOTA
ASMNet: a Lightweight Deep Neural Network for Face Alignment and Pose Estimation arXiv:2103.00119
Pose EstimationonCOFW
MAE yaw (º)· 2021-02-27
2.91
SOTA
ASMNet: a Lightweight Deep Neural Network for Face Alignment and Pose Estimation arXiv:2103.00119
Face Reconstructionon300W
NME_inter-ocular (%, Challenge)· 2021-02-27
8.2
SOTA
ASMNet: a Lightweight Deep Neural Network for Face Alignment and Pose Estimation arXiv:2103.00119
Face ReconstructiononWFLW
NME (inter-ocular)· 2021-02-27
10.77
best: 11.13 (ESR)
SOTA
ASMNet: a Lightweight Deep Neural Network for Face Alignment and Pose Estimation arXiv:2103.00119
3D Face Reconstructionon300W
NME_inter-ocular (%, Challenge)· 2021-02-27
8.2
SOTA
ASMNet: a Lightweight Deep Neural Network for Face Alignment and Pose Estimation arXiv:2103.00119
3D Face ReconstructiononWFLW
NME (inter-ocular)· 2021-02-27
10.77
best: 11.13 (ESR)
SOTA
ASMNet: a Lightweight Deep Neural Network for Face Alignment and Pose Estimation arXiv:2103.00119
Face Reconstructionon300W
NME_inter-ocular (%, Common)· 2021-02-27
4.82
best: 5.09 (3DDFA)
ASMNet: a Lightweight Deep Neural Network for Face Alignment and Pose Estimation arXiv:2103.00119
Face Reconstructionon300W
NME_inter-ocular (%, Full)· 2021-02-27
5.5
best: 5.63 (3DDFA)
ASMNet: a Lightweight Deep Neural Network for Face Alignment and Pose Estimation arXiv:2103.00119
3D Face Reconstructionon300W
NME_inter-ocular (%, Common)· 2021-02-27
4.82
best: 5.09 (3DDFA)
ASMNet: a Lightweight Deep Neural Network for Face Alignment and Pose Estimation arXiv:2103.00119
3D Face Reconstructionon300W
NME_inter-ocular (%, Full)· 2021-02-27
5.5
best: 5.63 (3DDFA)
ASMNet: a Lightweight Deep Neural Network for Face Alignment and Pose Estimation arXiv:2103.00119

Methodology13 results

3Don300W (Full)
MAE pitch (º)· 2021-02-27
1.8
best: 1.7 (SPIGA)
SOTA
ASMNet: a Lightweight Deep Neural Network for Face Alignment and Pose Estimation arXiv:2103.00119
3Don300W (Full)
MAE roll (º)· 2021-02-27
1.24
best: 0.77 (SPIGA)
SOTA
ASMNet: a Lightweight Deep Neural Network for Face Alignment and Pose Estimation arXiv:2103.00119
3Don300W (Full)
MAE yaw (º)· 2021-02-27
1.62
best: 1.41 (SPIGA)
SOTA
ASMNet: a Lightweight Deep Neural Network for Face Alignment and Pose Estimation arXiv:2103.00119
3DonWFLW
MAE mean (º)· 2021-02-27
2.7
best: 1.52 (SPIGA)
SOTA
ASMNet: a Lightweight Deep Neural Network for Face Alignment and Pose Estimation arXiv:2103.00119
3DonWFLW
MAE pitch (º)· 2021-02-27
2.93
best: 1.86 (SPIGA)
SOTA
ASMNet: a Lightweight Deep Neural Network for Face Alignment and Pose Estimation arXiv:2103.00119
3DonWFLW
MAE roll (º)· 2021-02-27
2.21
best: 0.93 (SPIGA)
SOTA
ASMNet: a Lightweight Deep Neural Network for Face Alignment and Pose Estimation arXiv:2103.00119
3DonWFLW
MAE yaw (º)· 2021-02-27
2.97
best: 1.78 (SPIGA)
SOTA
ASMNet: a Lightweight Deep Neural Network for Face Alignment and Pose Estimation arXiv:2103.00119
3DonCOFW
MAE pitch (º)· 2021-02-27
2.72
SOTA
ASMNet: a Lightweight Deep Neural Network for Face Alignment and Pose Estimation arXiv:2103.00119
3DonCOFW
MAE yaw (º)· 2021-02-27
2.91
SOTA
ASMNet: a Lightweight Deep Neural Network for Face Alignment and Pose Estimation arXiv:2103.00119
3Don300W
NME_inter-ocular (%, Challenge)· 2021-02-27
8.2
SOTA
ASMNet: a Lightweight Deep Neural Network for Face Alignment and Pose Estimation arXiv:2103.00119
3DonWFLW
NME (inter-ocular)· 2021-02-27
10.77
best: 11.13 (ESR)
SOTA
ASMNet: a Lightweight Deep Neural Network for Face Alignment and Pose Estimation arXiv:2103.00119
3Don300W
NME_inter-ocular (%, Common)· 2021-02-27
4.82
best: 5.09 (3DDFA)
ASMNet: a Lightweight Deep Neural Network for Face Alignment and Pose Estimation arXiv:2103.00119
3Don300W
NME_inter-ocular (%, Full)· 2021-02-27
5.5
best: 5.63 (3DDFA)
ASMNet: a Lightweight Deep Neural Network for Face Alignment and Pose Estimation arXiv:2103.00119

Audio9 results

1 Image, 2*2 Stitchion300W (Full)
MAE pitch (º)· 2021-02-27
1.8
best: 1.7 (SPIGA)
SOTA
ASMNet: a Lightweight Deep Neural Network for Face Alignment and Pose Estimation arXiv:2103.00119
1 Image, 2*2 Stitchion300W (Full)
MAE roll (º)· 2021-02-27
1.24
best: 0.77 (SPIGA)
SOTA
ASMNet: a Lightweight Deep Neural Network for Face Alignment and Pose Estimation arXiv:2103.00119
1 Image, 2*2 Stitchion300W (Full)
MAE yaw (º)· 2021-02-27
1.62
best: 1.41 (SPIGA)
SOTA
ASMNet: a Lightweight Deep Neural Network for Face Alignment and Pose Estimation arXiv:2103.00119
1 Image, 2*2 StitchionWFLW
MAE mean (º)· 2021-02-27
2.7
best: 1.52 (SPIGA)
SOTA
ASMNet: a Lightweight Deep Neural Network for Face Alignment and Pose Estimation arXiv:2103.00119
1 Image, 2*2 StitchionWFLW
MAE pitch (º)· 2021-02-27
2.93
best: 1.86 (SPIGA)
SOTA
ASMNet: a Lightweight Deep Neural Network for Face Alignment and Pose Estimation arXiv:2103.00119
1 Image, 2*2 StitchionWFLW
MAE roll (º)· 2021-02-27
2.21
best: 0.93 (SPIGA)
SOTA
ASMNet: a Lightweight Deep Neural Network for Face Alignment and Pose Estimation arXiv:2103.00119
1 Image, 2*2 StitchionWFLW
MAE yaw (º)· 2021-02-27
2.97
best: 1.78 (SPIGA)
SOTA
ASMNet: a Lightweight Deep Neural Network for Face Alignment and Pose Estimation arXiv:2103.00119
1 Image, 2*2 StitchionCOFW
MAE pitch (º)· 2021-02-27
2.72
SOTA
ASMNet: a Lightweight Deep Neural Network for Face Alignment and Pose Estimation arXiv:2103.00119
1 Image, 2*2 StitchionCOFW
MAE yaw (º)· 2021-02-27
2.91
SOTA
ASMNet: a Lightweight Deep Neural Network for Face Alignment and Pose Estimation arXiv:2103.00119

Music4 results

Facial Recognition and Modellingon300W
NME_inter-ocular (%, Challenge)· 2021-02-27
8.2
SOTA
ASMNet: a Lightweight Deep Neural Network for Face Alignment and Pose Estimation arXiv:2103.00119
Facial Recognition and ModellingonWFLW
NME (inter-ocular)· 2021-02-27
10.77
best: 11.13 (ESR)
SOTA
ASMNet: a Lightweight Deep Neural Network for Face Alignment and Pose Estimation arXiv:2103.00119
Facial Recognition and Modellingon300W
NME_inter-ocular (%, Common)· 2021-02-27
4.82
best: 5.09 (3DDFA)
ASMNet: a Lightweight Deep Neural Network for Face Alignment and Pose Estimation arXiv:2103.00119
Facial Recognition and Modellingon300W
NME_inter-ocular (%, Full)· 2021-02-27
5.5
best: 5.63 (3DDFA)
ASMNet: a Lightweight Deep Neural Network for Face Alignment and Pose Estimation arXiv:2103.00119

Medical4 results

3D Face Modellingon300W
NME_inter-ocular (%, Challenge)· 2021-02-27
8.2
SOTA
ASMNet: a Lightweight Deep Neural Network for Face Alignment and Pose Estimation arXiv:2103.00119
3D Face ModellingonWFLW
NME (inter-ocular)· 2021-02-27
10.77
best: 11.13 (ESR)
SOTA
ASMNet: a Lightweight Deep Neural Network for Face Alignment and Pose Estimation arXiv:2103.00119
3D Face Modellingon300W
NME_inter-ocular (%, Common)· 2021-02-27
4.82
best: 5.09 (3DDFA)
ASMNet: a Lightweight Deep Neural Network for Face Alignment and Pose Estimation arXiv:2103.00119
3D Face Modellingon300W
NME_inter-ocular (%, Full)· 2021-02-27
5.5
best: 5.63 (3DDFA)
ASMNet: a Lightweight Deep Neural Network for Face Alignment and Pose Estimation arXiv:2103.00119