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Models/PIPNet (ResNet-101)

PIPNet (ResNet-101)

Reported on 25 benchmarks across 5 tasks · 1 paper

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

Computer Vision10 results

Face Reconstructionon300W
NME_inter-ocular (%, Challenge)· 2020-03-08
4.89
best: 8.2 (ASMNet)
Pixel-in-Pixel Net: Towards Efficient Facial Landmark Detection in the Wild arXiv:2003.03771
Face Reconstructionon300W
NME_inter-ocular (%, Common)· 2020-03-08
2.78
best: 5.09 (3DDFA)
Pixel-in-Pixel Net: Towards Efficient Facial Landmark Detection in the Wild arXiv:2003.03771
Face Reconstructionon300W
NME_inter-ocular (%, Full)· 2020-03-08
3.19
best: 5.63 (3DDFA)
Pixel-in-Pixel Net: Towards Efficient Facial Landmark Detection in the Wild arXiv:2003.03771
Face ReconstructiononAFLW-19
NME_diag (%, Full)· 2020-03-08
1.42
best: 3.92 (CFSS)
Pixel-in-Pixel Net: Towards Efficient Facial Landmark Detection in the Wild arXiv:2003.03771
Face ReconstructiononWFLW
NME (inter-ocular)· 2020-03-08
4.31
best: 11.13 (ESR)
Pixel-in-Pixel Net: Towards Efficient Facial Landmark Detection in the Wild arXiv:2003.03771
3D Face ReconstructiononAFLW-19
NME_diag (%, Full)· 2020-03-08
1.42
best: 3.92 (CFSS)
Pixel-in-Pixel Net: Towards Efficient Facial Landmark Detection in the Wild arXiv:2003.03771
3D Face Reconstructionon300W
NME_inter-ocular (%, Challenge)· 2020-03-08
4.89
best: 8.2 (ASMNet)
Pixel-in-Pixel Net: Towards Efficient Facial Landmark Detection in the Wild arXiv:2003.03771
3D Face Reconstructionon300W
NME_inter-ocular (%, Common)· 2020-03-08
2.78
best: 5.09 (3DDFA)
Pixel-in-Pixel Net: Towards Efficient Facial Landmark Detection in the Wild arXiv:2003.03771
3D Face Reconstructionon300W
NME_inter-ocular (%, Full)· 2020-03-08
3.19
best: 5.63 (3DDFA)
Pixel-in-Pixel Net: Towards Efficient Facial Landmark Detection in the Wild arXiv:2003.03771
3D Face ReconstructiononWFLW
NME (inter-ocular)· 2020-03-08
4.31
best: 11.13 (ESR)
Pixel-in-Pixel Net: Towards Efficient Facial Landmark Detection in the Wild arXiv:2003.03771

Music5 results

Facial Recognition and ModellingonAFLW-19
NME_diag (%, Full)· 2020-03-08
1.42
best: 3.92 (CFSS)
Pixel-in-Pixel Net: Towards Efficient Facial Landmark Detection in the Wild arXiv:2003.03771
Facial Recognition and Modellingon300W
NME_inter-ocular (%, Challenge)· 2020-03-08
4.89
best: 8.2 (ASMNet)
Pixel-in-Pixel Net: Towards Efficient Facial Landmark Detection in the Wild arXiv:2003.03771
Facial Recognition and Modellingon300W
NME_inter-ocular (%, Common)· 2020-03-08
2.78
best: 5.09 (3DDFA)
Pixel-in-Pixel Net: Towards Efficient Facial Landmark Detection in the Wild arXiv:2003.03771
Facial Recognition and Modellingon300W
NME_inter-ocular (%, Full)· 2020-03-08
3.19
best: 5.63 (3DDFA)
Pixel-in-Pixel Net: Towards Efficient Facial Landmark Detection in the Wild arXiv:2003.03771
Facial Recognition and ModellingonWFLW
NME (inter-ocular)· 2020-03-08
4.31
best: 11.13 (ESR)
Pixel-in-Pixel Net: Towards Efficient Facial Landmark Detection in the Wild arXiv:2003.03771

Methodology5 results

3Don300W
NME_inter-ocular (%, Challenge)· 2020-03-08
4.89
best: 8.2 (ASMNet)
Pixel-in-Pixel Net: Towards Efficient Facial Landmark Detection in the Wild arXiv:2003.03771
3Don300W
NME_inter-ocular (%, Common)· 2020-03-08
2.78
best: 5.09 (3DDFA)
Pixel-in-Pixel Net: Towards Efficient Facial Landmark Detection in the Wild arXiv:2003.03771
3Don300W
NME_inter-ocular (%, Full)· 2020-03-08
3.19
best: 5.63 (3DDFA)
Pixel-in-Pixel Net: Towards Efficient Facial Landmark Detection in the Wild arXiv:2003.03771
3DonAFLW-19
NME_diag (%, Full)· 2020-03-08
1.42
best: 3.92 (CFSS)
Pixel-in-Pixel Net: Towards Efficient Facial Landmark Detection in the Wild arXiv:2003.03771
3DonWFLW
NME (inter-ocular)· 2020-03-08
4.31
best: 11.13 (ESR)
Pixel-in-Pixel Net: Towards Efficient Facial Landmark Detection in the Wild arXiv:2003.03771

Medical5 results

3D Face ModellingonAFLW-19
NME_diag (%, Full)· 2020-03-08
1.42
best: 3.92 (CFSS)
Pixel-in-Pixel Net: Towards Efficient Facial Landmark Detection in the Wild arXiv:2003.03771
3D Face Modellingon300W
NME_inter-ocular (%, Challenge)· 2020-03-08
4.89
best: 8.2 (ASMNet)
Pixel-in-Pixel Net: Towards Efficient Facial Landmark Detection in the Wild arXiv:2003.03771
3D Face Modellingon300W
NME_inter-ocular (%, Common)· 2020-03-08
2.78
best: 5.09 (3DDFA)
Pixel-in-Pixel Net: Towards Efficient Facial Landmark Detection in the Wild arXiv:2003.03771
3D Face Modellingon300W
NME_inter-ocular (%, Full)· 2020-03-08
3.19
best: 5.63 (3DDFA)
Pixel-in-Pixel Net: Towards Efficient Facial Landmark Detection in the Wild arXiv:2003.03771
3D Face ModellingonWFLW
NME (inter-ocular)· 2020-03-08
4.31
best: 11.13 (ESR)
Pixel-in-Pixel Net: Towards Efficient Facial Landmark Detection in the Wild arXiv:2003.03771