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Models/STR

STR

Reported on 29 benchmarks across 5 tasks · 2 papers · 1 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 Estimationon3DPW
Acceleration Error· 2022-10-07
6.9
best: 6.5 (ARTS (Resnet50 L=16))
SOTA
Spatio-temporal Tendency Reasoning for Human Body Pose and Shape Estimation from Videos arXiv:2210.03659
3D Human Pose EstimationonMPI-INF-3DHP
Acceleration Error· 2022-10-07
8.4
best: 7.4 (ARTS (Resnet50 L=16))
Spatio-temporal Tendency Reasoning for Human Body Pose and Shape Estimation from Videos arXiv:2210.03659
3D Human Pose EstimationonMPI-INF-3DHP
MPJPE· 2022-10-07
95.3
best: 124.7 (VNect (Augm.))
Spatio-temporal Tendency Reasoning for Human Body Pose and Shape Estimation from Videos arXiv:2210.03659
3D Human Pose EstimationonMPI-INF-3DHP
PA-MPJPE· 2022-10-07
61.6
best: 89.8 (HMR)
Spatio-temporal Tendency Reasoning for Human Body Pose and Shape Estimation from Videos arXiv:2210.03659
3D Human Pose Estimationon3DPW
MPJPE· 2022-10-07
85.2
best: 130 (HMR)
Spatio-temporal Tendency Reasoning for Human Body Pose and Shape Estimation from Videos arXiv:2210.03659
3D Human Pose Estimationon3DPW
MPVPE· 2022-10-07
101.2
best: 119.3 (BMP)
Spatio-temporal Tendency Reasoning for Human Body Pose and Shape Estimation from Videos arXiv:2210.03659
3D Human Pose Estimationon3DPW
PA-MPJPE· 2022-10-07
52.4
best: 157 (Simple-baseline)
Spatio-temporal Tendency Reasoning for Human Body Pose and Shape Estimation from Videos arXiv:2210.03659
Pose EstimationonMPI-INF-3DHP
Acceleration Error· 2022-10-07
8.4
best: 7.4 (ARTS (Resnet50 L=16))
Spatio-temporal Tendency Reasoning for Human Body Pose and Shape Estimation from Videos arXiv:2210.03659
Pose EstimationonMPI-INF-3DHP
MPJPE· 2022-10-07
95.3
best: 124.7 (VNect (Augm.))
Spatio-temporal Tendency Reasoning for Human Body Pose and Shape Estimation from Videos arXiv:2210.03659
Pose EstimationonMPI-INF-3DHP
PA-MPJPE· 2022-10-07
61.6
best: 89.8 (HMR)
Spatio-temporal Tendency Reasoning for Human Body Pose and Shape Estimation from Videos arXiv:2210.03659
Pose Estimationon3DPW
Acceleration Error· 2022-10-07
6.9
best: 5.4 (HybridCap)
Spatio-temporal Tendency Reasoning for Human Body Pose and Shape Estimation from Videos arXiv:2210.03659
Pose Estimationon3DPW
MPJPE· 2022-10-07
85.2
best: 130 (HMR)
Spatio-temporal Tendency Reasoning for Human Body Pose and Shape Estimation from Videos arXiv:2210.03659
Pose Estimationon3DPW
MPVPE· 2022-10-07
101.2
best: 119.3 (BMP)
Spatio-temporal Tendency Reasoning for Human Body Pose and Shape Estimation from Videos arXiv:2210.03659
Pose Estimationon3DPW
PA-MPJPE· 2022-10-07
52.4
best: 157 (Simple-baseline)
Spatio-temporal Tendency Reasoning for Human Body Pose and Shape Estimation from Videos arXiv:2210.03659

Methodology8 results

3DonMPI-INF-3DHP
Acceleration Error· 2022-10-07
8.4
best: 7.4 (ARTS (Resnet50 L=16))
Spatio-temporal Tendency Reasoning for Human Body Pose and Shape Estimation from Videos arXiv:2210.03659
3DonMPI-INF-3DHP
MPJPE· 2022-10-07
95.3
best: 124.7 (VNect (Augm.))
Spatio-temporal Tendency Reasoning for Human Body Pose and Shape Estimation from Videos arXiv:2210.03659
3DonMPI-INF-3DHP
PA-MPJPE· 2022-10-07
61.6
best: 89.8 (HMR)
Spatio-temporal Tendency Reasoning for Human Body Pose and Shape Estimation from Videos arXiv:2210.03659
3Don3DPW
Acceleration Error· 2022-10-07
6.9
best: 5.4 (HybridCap)
Spatio-temporal Tendency Reasoning for Human Body Pose and Shape Estimation from Videos arXiv:2210.03659
3Don3DPW
MPJPE· 2022-10-07
85.2
best: 130 (HMR)
Spatio-temporal Tendency Reasoning for Human Body Pose and Shape Estimation from Videos arXiv:2210.03659
3Don3DPW
MPVPE· 2022-10-07
101.2
best: 119.3 (BMP)
Spatio-temporal Tendency Reasoning for Human Body Pose and Shape Estimation from Videos arXiv:2210.03659
3Don3DPW
PA-MPJPE· 2022-10-07
52.4
best: 157 (Simple-baseline)
Spatio-temporal Tendency Reasoning for Human Body Pose and Shape Estimation from Videos arXiv:2210.03659
Network PruningonImageNet - ResNet 50 - 90% sparsity
Top-1 Accuracy· 2020-02-08
74.31
best: 76.93 (Feather)
Soft Threshold Weight Reparameterization for Learnable Sparsity arXiv:2002.03231

Audio7 results

1 Image, 2*2 StitchionMPI-INF-3DHP
Acceleration Error· 2022-10-07
8.4
best: 7.4 (ARTS (Resnet50 L=16))
Spatio-temporal Tendency Reasoning for Human Body Pose and Shape Estimation from Videos arXiv:2210.03659
1 Image, 2*2 StitchionMPI-INF-3DHP
MPJPE· 2022-10-07
95.3
best: 124.7 (VNect (Augm.))
Spatio-temporal Tendency Reasoning for Human Body Pose and Shape Estimation from Videos arXiv:2210.03659
1 Image, 2*2 StitchionMPI-INF-3DHP
PA-MPJPE· 2022-10-07
61.6
best: 89.8 (HMR)
Spatio-temporal Tendency Reasoning for Human Body Pose and Shape Estimation from Videos arXiv:2210.03659
1 Image, 2*2 Stitchion3DPW
Acceleration Error· 2022-10-07
6.9
best: 5.4 (HybridCap)
Spatio-temporal Tendency Reasoning for Human Body Pose and Shape Estimation from Videos arXiv:2210.03659
1 Image, 2*2 Stitchion3DPW
MPJPE· 2022-10-07
85.2
best: 130 (HMR)
Spatio-temporal Tendency Reasoning for Human Body Pose and Shape Estimation from Videos arXiv:2210.03659
1 Image, 2*2 Stitchion3DPW
MPVPE· 2022-10-07
101.2
best: 119.3 (BMP)
Spatio-temporal Tendency Reasoning for Human Body Pose and Shape Estimation from Videos arXiv:2210.03659
1 Image, 2*2 Stitchion3DPW
PA-MPJPE· 2022-10-07
52.4
best: 157 (Simple-baseline)
Spatio-temporal Tendency Reasoning for Human Body Pose and Shape Estimation from Videos arXiv:2210.03659