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Models/TCMR (T=16 w/o H3.6M)

TCMR (T=16 w/o H3.6M)

Reported on 28 benchmarks across 4 tasks · 1 paper · 8 SOTA

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

Computer Vision14 results

3D Human Pose EstimationonMPI-INF-3DHP
Acceleration Error· 2020-11-17
8.5
best: 7.4 (ARTS (Resnet50 L=16))
SOTA
Beyond Static Features for Temporally Consistent 3D Human Pose and Shape from a Video arXiv:2011.08627
3D Human Pose Estimationon3DPW
Acceleration Error· 2020-11-17
7.1
best: 6.5 (ARTS (Resnet50 L=16))
SOTA
Beyond Static Features for Temporally Consistent 3D Human Pose and Shape from a Video arXiv:2011.08627
Pose EstimationonMPI-INF-3DHP
Acceleration Error· 2020-11-17
8.5
best: 7.4 (ARTS (Resnet50 L=16))
SOTA
Beyond Static Features for Temporally Consistent 3D Human Pose and Shape from a Video arXiv:2011.08627
Pose Estimationon3DPW
Acceleration Error· 2020-11-17
7.1
best: 5.4 (HybridCap)
SOTA
Beyond Static Features for Temporally Consistent 3D Human Pose and Shape from a Video arXiv:2011.08627
3D Human Pose EstimationonMPI-INF-3DHP
MPJPE· 2020-11-17
97.3
best: 124.7 (VNect (Augm.))
Beyond Static Features for Temporally Consistent 3D Human Pose and Shape from a Video arXiv:2011.08627
3D Human Pose EstimationonMPI-INF-3DHP
PA-MPJPE· 2020-11-17
63.5
best: 89.8 (HMR)
Beyond Static Features for Temporally Consistent 3D Human Pose and Shape from a Video arXiv:2011.08627
3D Human Pose Estimationon3DPW
MPJPE· 2020-11-17
86.5
best: 130 (HMR)
Beyond Static Features for Temporally Consistent 3D Human Pose and Shape from a Video arXiv:2011.08627
3D Human Pose Estimationon3DPW
MPVPE· 2020-11-17
102.9
best: 119.3 (BMP)
Beyond Static Features for Temporally Consistent 3D Human Pose and Shape from a Video arXiv:2011.08627
3D Human Pose Estimationon3DPW
PA-MPJPE· 2020-11-17
52.7
best: 157 (Simple-baseline)
Beyond Static Features for Temporally Consistent 3D Human Pose and Shape from a Video arXiv:2011.08627
Pose EstimationonMPI-INF-3DHP
MPJPE· 2020-11-17
97.3
best: 124.7 (VNect (Augm.))
Beyond Static Features for Temporally Consistent 3D Human Pose and Shape from a Video arXiv:2011.08627
Pose EstimationonMPI-INF-3DHP
PA-MPJPE· 2020-11-17
63.5
best: 89.8 (HMR)
Beyond Static Features for Temporally Consistent 3D Human Pose and Shape from a Video arXiv:2011.08627
Pose Estimationon3DPW
MPJPE· 2020-11-17
86.5
best: 130 (HMR)
Beyond Static Features for Temporally Consistent 3D Human Pose and Shape from a Video arXiv:2011.08627
Pose Estimationon3DPW
MPVPE· 2020-11-17
102.9
best: 119.3 (BMP)
Beyond Static Features for Temporally Consistent 3D Human Pose and Shape from a Video arXiv:2011.08627
Pose Estimationon3DPW
PA-MPJPE· 2020-11-17
52.7
best: 157 (Simple-baseline)
Beyond Static Features for Temporally Consistent 3D Human Pose and Shape from a Video arXiv:2011.08627

Methodology7 results

3DonMPI-INF-3DHP
Acceleration Error· 2020-11-17
8.5
best: 7.4 (ARTS (Resnet50 L=16))
SOTA
Beyond Static Features for Temporally Consistent 3D Human Pose and Shape from a Video arXiv:2011.08627
3Don3DPW
Acceleration Error· 2020-11-17
7.1
best: 5.4 (HybridCap)
SOTA
Beyond Static Features for Temporally Consistent 3D Human Pose and Shape from a Video arXiv:2011.08627
3DonMPI-INF-3DHP
MPJPE· 2020-11-17
97.3
best: 124.7 (VNect (Augm.))
Beyond Static Features for Temporally Consistent 3D Human Pose and Shape from a Video arXiv:2011.08627
3DonMPI-INF-3DHP
PA-MPJPE· 2020-11-17
63.5
best: 89.8 (HMR)
Beyond Static Features for Temporally Consistent 3D Human Pose and Shape from a Video arXiv:2011.08627
3Don3DPW
MPJPE· 2020-11-17
86.5
best: 130 (HMR)
Beyond Static Features for Temporally Consistent 3D Human Pose and Shape from a Video arXiv:2011.08627
3Don3DPW
MPVPE· 2020-11-17
102.9
best: 119.3 (BMP)
Beyond Static Features for Temporally Consistent 3D Human Pose and Shape from a Video arXiv:2011.08627
3Don3DPW
PA-MPJPE· 2020-11-17
52.7
best: 157 (Simple-baseline)
Beyond Static Features for Temporally Consistent 3D Human Pose and Shape from a Video arXiv:2011.08627

Audio7 results

1 Image, 2*2 StitchionMPI-INF-3DHP
Acceleration Error· 2020-11-17
8.5
best: 7.4 (ARTS (Resnet50 L=16))
SOTA
Beyond Static Features for Temporally Consistent 3D Human Pose and Shape from a Video arXiv:2011.08627
1 Image, 2*2 Stitchion3DPW
Acceleration Error· 2020-11-17
7.1
best: 5.4 (HybridCap)
SOTA
Beyond Static Features for Temporally Consistent 3D Human Pose and Shape from a Video arXiv:2011.08627
1 Image, 2*2 StitchionMPI-INF-3DHP
MPJPE· 2020-11-17
97.3
best: 124.7 (VNect (Augm.))
Beyond Static Features for Temporally Consistent 3D Human Pose and Shape from a Video arXiv:2011.08627
1 Image, 2*2 StitchionMPI-INF-3DHP
PA-MPJPE· 2020-11-17
63.5
best: 89.8 (HMR)
Beyond Static Features for Temporally Consistent 3D Human Pose and Shape from a Video arXiv:2011.08627
1 Image, 2*2 Stitchion3DPW
MPJPE· 2020-11-17
86.5
best: 130 (HMR)
Beyond Static Features for Temporally Consistent 3D Human Pose and Shape from a Video arXiv:2011.08627
1 Image, 2*2 Stitchion3DPW
MPVPE· 2020-11-17
102.9
best: 119.3 (BMP)
Beyond Static Features for Temporally Consistent 3D Human Pose and Shape from a Video arXiv:2011.08627
1 Image, 2*2 Stitchion3DPW
PA-MPJPE· 2020-11-17
52.7
best: 157 (Simple-baseline)
Beyond Static Features for Temporally Consistent 3D Human Pose and Shape from a Video arXiv:2011.08627