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Models/img2pose

img2pose

Reported on 39 benchmarks across 8 tasks · 1 paper · 18 SOTA

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

Computer Vision16 results

Pose EstimationonAFLW2000
Geodesic Error (GE)· 2020-12-14
6.41
best: 5.23 (OpNet)
SOTA
img2pose: Face Alignment and Detection via 6DoF, Face Pose Estimation arXiv:2012.07791
Pose EstimationonAFLW2000
MAE· 2020-12-14
3.913
best: 3.15 (OpNet)
SOTA
img2pose: Face Alignment and Detection via 6DoF, Face Pose Estimation arXiv:2012.07791
Pose EstimationonAFLW2000
MAE_t· 2020-12-14
0.099
SOTA
img2pose: Face Alignment and Detection via 6DoF, Face Pose Estimation arXiv:2012.07791
Pose EstimationonBIWI
Geodesic Error (GE)· 2020-12-14
7.1
best: 7.01 (OpNet)
SOTA
img2pose: Face Alignment and Detection via 6DoF, Face Pose Estimation arXiv:2012.07791
Pose EstimationonBIWI
Geodesic Error - aligned (GE)· 2020-12-14
6.23
best: 4.72 (OpNet)
SOTA
img2pose: Face Alignment and Detection via 6DoF, Face Pose Estimation arXiv:2012.07791
Pose EstimationonBIWI
MAE-aligned (trained with other data)· 2020-12-14
3.4
best: 2.65 (OpNet)
SOTA
img2pose: Face Alignment and Detection via 6DoF, Face Pose Estimation arXiv:2012.07791
Pose EstimationonBIWI
MAE (trained with other data)· 2020-12-14
3.786
best: 2.75 (TRG (w/ 300WLP))
img2pose: Face Alignment and Detection via 6DoF, Face Pose Estimation arXiv:2012.07791
Face DetectiononWIDER Face (Medium)
AP· 2020-12-14
0.89
best: 0.965 (ASFD-D6)
img2pose: Face Alignment and Detection via 6DoF, Face Pose Estimation arXiv:2012.07791
Face DetectiononWIDER Face (Easy)
AP· 2020-12-14
0.9
best: 0.972 (ASFD-D6)
img2pose: Face Alignment and Detection via 6DoF, Face Pose Estimation arXiv:2012.07791
Face DetectiononWIDER Face (Hard)
AP· 2020-12-14
0.839
best: 0.934 (TinaFace(ResNet-50))
img2pose: Face Alignment and Detection via 6DoF, Face Pose Estimation arXiv:2012.07791
Face ReconstructiononWIDER Face (Medium)
AP· 2020-12-14
0.89
best: 0.965 (ASFD-D6)
img2pose: Face Alignment and Detection via 6DoF, Face Pose Estimation arXiv:2012.07791
Face ReconstructiononWIDER Face (Easy)
AP· 2020-12-14
0.9
best: 0.972 (ASFD-D6)
img2pose: Face Alignment and Detection via 6DoF, Face Pose Estimation arXiv:2012.07791
Face ReconstructiononWIDER Face (Hard)
AP· 2020-12-14
0.839
best: 0.934 (TinaFace(ResNet-50))
img2pose: Face Alignment and Detection via 6DoF, Face Pose Estimation arXiv:2012.07791
3D Face ReconstructiononWIDER Face (Medium)
AP· 2020-12-14
0.89
best: 0.965 (ASFD-D6)
img2pose: Face Alignment and Detection via 6DoF, Face Pose Estimation arXiv:2012.07791
3D Face ReconstructiononWIDER Face (Easy)
AP· 2020-12-14
0.9
best: 0.972 (ASFD-D6)
img2pose: Face Alignment and Detection via 6DoF, Face Pose Estimation arXiv:2012.07791
3D Face ReconstructiononWIDER Face (Hard)
AP· 2020-12-14
0.839
best: 0.934 (TinaFace(ResNet-50))
img2pose: Face Alignment and Detection via 6DoF, Face Pose Estimation arXiv:2012.07791

Methodology10 results

3DonAFLW2000
Geodesic Error (GE)· 2020-12-14
6.41
best: 5.23 (OpNet)
SOTA
img2pose: Face Alignment and Detection via 6DoF, Face Pose Estimation arXiv:2012.07791
3DonAFLW2000
MAE· 2020-12-14
3.913
best: 3.15 (OpNet)
SOTA
img2pose: Face Alignment and Detection via 6DoF, Face Pose Estimation arXiv:2012.07791
3DonAFLW2000
MAE_t· 2020-12-14
0.099
SOTA
img2pose: Face Alignment and Detection via 6DoF, Face Pose Estimation arXiv:2012.07791
3DonBIWI
Geodesic Error (GE)· 2020-12-14
7.1
best: 7.01 (OpNet)
SOTA
img2pose: Face Alignment and Detection via 6DoF, Face Pose Estimation arXiv:2012.07791
3DonBIWI
Geodesic Error - aligned (GE)· 2020-12-14
6.23
best: 4.72 (OpNet)
SOTA
img2pose: Face Alignment and Detection via 6DoF, Face Pose Estimation arXiv:2012.07791
3DonBIWI
MAE-aligned (trained with other data)· 2020-12-14
3.4
best: 2.65 (OpNet)
SOTA
img2pose: Face Alignment and Detection via 6DoF, Face Pose Estimation arXiv:2012.07791
3DonBIWI
MAE (trained with other data)· 2020-12-14
3.786
best: 2.75 (TRG (w/ 300WLP))
img2pose: Face Alignment and Detection via 6DoF, Face Pose Estimation arXiv:2012.07791
3DonWIDER Face (Medium)
AP· 2020-12-14
0.89
best: 0.965 (ASFD-D6)
img2pose: Face Alignment and Detection via 6DoF, Face Pose Estimation arXiv:2012.07791
3DonWIDER Face (Easy)
AP· 2020-12-14
0.9
best: 0.972 (ASFD-D6)
img2pose: Face Alignment and Detection via 6DoF, Face Pose Estimation arXiv:2012.07791
3DonWIDER Face (Hard)
AP· 2020-12-14
0.839
best: 0.934 (TinaFace(ResNet-50))
img2pose: Face Alignment and Detection via 6DoF, Face Pose Estimation arXiv:2012.07791

Audio7 results

1 Image, 2*2 StitchionAFLW2000
Geodesic Error (GE)· 2020-12-14
6.41
best: 5.23 (OpNet)
SOTA
img2pose: Face Alignment and Detection via 6DoF, Face Pose Estimation arXiv:2012.07791
1 Image, 2*2 StitchionAFLW2000
MAE· 2020-12-14
3.913
best: 3.15 (OpNet)
SOTA
img2pose: Face Alignment and Detection via 6DoF, Face Pose Estimation arXiv:2012.07791
1 Image, 2*2 StitchionAFLW2000
MAE_t· 2020-12-14
0.099
SOTA
img2pose: Face Alignment and Detection via 6DoF, Face Pose Estimation arXiv:2012.07791
1 Image, 2*2 StitchionBIWI
Geodesic Error (GE)· 2020-12-14
7.1
best: 7.01 (OpNet)
SOTA
img2pose: Face Alignment and Detection via 6DoF, Face Pose Estimation arXiv:2012.07791
1 Image, 2*2 StitchionBIWI
Geodesic Error - aligned (GE)· 2020-12-14
6.23
best: 4.72 (OpNet)
SOTA
img2pose: Face Alignment and Detection via 6DoF, Face Pose Estimation arXiv:2012.07791
1 Image, 2*2 StitchionBIWI
MAE-aligned (trained with other data)· 2020-12-14
3.4
best: 2.65 (OpNet)
SOTA
img2pose: Face Alignment and Detection via 6DoF, Face Pose Estimation arXiv:2012.07791
1 Image, 2*2 StitchionBIWI
MAE (trained with other data)· 2020-12-14
3.786
best: 2.75 (TRG (w/ 300WLP))
img2pose: Face Alignment and Detection via 6DoF, Face Pose Estimation arXiv:2012.07791

Music3 results

Facial Recognition and ModellingonWIDER Face (Medium)
AP· 2020-12-14
0.89
best: 0.965 (ASFD-D6)
img2pose: Face Alignment and Detection via 6DoF, Face Pose Estimation arXiv:2012.07791
Facial Recognition and ModellingonWIDER Face (Easy)
AP· 2020-12-14
0.9
best: 0.972 (ASFD-D6)
img2pose: Face Alignment and Detection via 6DoF, Face Pose Estimation arXiv:2012.07791
Facial Recognition and ModellingonWIDER Face (Hard)
AP· 2020-12-14
0.839
best: 0.934 (TinaFace(ResNet-50))
img2pose: Face Alignment and Detection via 6DoF, Face Pose Estimation arXiv:2012.07791

Medical3 results

3D Face ModellingonWIDER Face (Medium)
AP· 2020-12-14
0.89
best: 0.965 (ASFD-D6)
img2pose: Face Alignment and Detection via 6DoF, Face Pose Estimation arXiv:2012.07791
3D Face ModellingonWIDER Face (Easy)
AP· 2020-12-14
0.9
best: 0.972 (ASFD-D6)
img2pose: Face Alignment and Detection via 6DoF, Face Pose Estimation arXiv:2012.07791
3D Face ModellingonWIDER Face (Hard)
AP· 2020-12-14
0.839
best: 0.934 (TinaFace(ResNet-50))
img2pose: Face Alignment and Detection via 6DoF, Face Pose Estimation arXiv:2012.07791