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Models/VIBE

VIBE

Reported on 44 benchmarks across 4 tasks · 1 paper · 4 SOTA

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

Computer Vision24 results

3D Human Pose Estimationon3DPW
Number of parameters (M)· 2019-12-11
72.43
SOTA
VIBE: Video Inference for Human Body Pose and Shape Estimation arXiv:1912.05656
Pose Estimationon3DPW
Number of parameters (M)· 2019-12-11
72.43
SOTA
VIBE: Video Inference for Human Body Pose and Shape Estimation arXiv:1912.05656
3D Human Pose EstimationonMPI-INF-3DHP
MPJPE· 2019-12-11
96.6
best: 124.7 (VNect (Augm.))
VIBE: Video Inference for Human Body Pose and Shape Estimation arXiv:1912.05656
3D Human Pose EstimationonMPI-INF-3DHP
PA-MPJPE· 2019-12-11
64.6
best: 89.8 (HMR)
VIBE: Video Inference for Human Body Pose and Shape Estimation arXiv:1912.05656
3D Human Pose EstimationonMPI-INF-3DHP
PCK· 2019-12-11
89.3
best: 99.37 (LMT R152 384x384)
VIBE: Video Inference for Human Body Pose and Shape Estimation arXiv:1912.05656
3D Human Pose Estimationon3DPW
Acceleration Error· 2019-12-11
23.4
best: 6.5 (ARTS (Resnet50 L=16))
VIBE: Video Inference for Human Body Pose and Shape Estimation arXiv:1912.05656
3D Human Pose Estimationon3DPW
MPJPE· 2019-12-11
82.9
best: 130 (HMR)
VIBE: Video Inference for Human Body Pose and Shape Estimation arXiv:1912.05656
3D Human Pose Estimationon3DPW
MPVPE· 2019-12-11
99.1
best: 119.3 (BMP)
VIBE: Video Inference for Human Body Pose and Shape Estimation arXiv:1912.05656
3D Human Pose Estimationon3DPW
PA-MPJPE· 2019-12-11
51.9
best: 157 (Simple-baseline)
VIBE: Video Inference for Human Body Pose and Shape Estimation arXiv:1912.05656
3D Human Pose EstimationonHuman3.6M
Average MPJPE (mm)· 2019-12-11
65.6
best: 131.7 (Rhodin et al.)
VIBE: Video Inference for Human Body Pose and Shape Estimation arXiv:1912.05656
3D Human Pose EstimationonHuman3.6M
PA-MPJPE· 2019-12-11
41.4
best: 80.7 (SMPLify (dense))
VIBE: Video Inference for Human Body Pose and Shape Estimation arXiv:1912.05656
3D Human Pose EstimationonHuman3.6M
Average MPJPE (mm)· 2019-12-11
65.6
best: 131.7 (Rhodin et al.)
VIBE: Video Inference for Human Body Pose and Shape Estimation arXiv:1912.05656
3D Human Pose EstimationonHuman3.6M
Frames Needed· 2019-12-11
16
best: 300 (Sparseness Meets Deepness)
VIBE: Video Inference for Human Body Pose and Shape Estimation arXiv:1912.05656
Pose EstimationonMPI-INF-3DHP
MPJPE· 2019-12-11
96.6
best: 124.7 (VNect (Augm.))
VIBE: Video Inference for Human Body Pose and Shape Estimation arXiv:1912.05656
Pose EstimationonMPI-INF-3DHP
PA-MPJPE· 2019-12-11
64.6
best: 89.8 (HMR)
VIBE: Video Inference for Human Body Pose and Shape Estimation arXiv:1912.05656
Pose EstimationonMPI-INF-3DHP
PCK· 2019-12-11
89.3
best: 99.37 (LMT R152 384x384)
VIBE: Video Inference for Human Body Pose and Shape Estimation arXiv:1912.05656
Pose Estimationon3DPW
Acceleration Error· 2019-12-11
23.4
best: 5.4 (HybridCap)
VIBE: Video Inference for Human Body Pose and Shape Estimation arXiv:1912.05656
Pose Estimationon3DPW
MPJPE· 2019-12-11
82.9
best: 130 (HMR)
VIBE: Video Inference for Human Body Pose and Shape Estimation arXiv:1912.05656
Pose Estimationon3DPW
MPVPE· 2019-12-11
99.1
best: 119.3 (BMP)
VIBE: Video Inference for Human Body Pose and Shape Estimation arXiv:1912.05656
Pose Estimationon3DPW
PA-MPJPE· 2019-12-11
51.9
best: 157 (Simple-baseline)
VIBE: Video Inference for Human Body Pose and Shape Estimation arXiv:1912.05656
Pose EstimationonHuman3.6M
Average MPJPE (mm)· 2019-12-11
65.6
best: 131.7 (Rhodin et al.)
VIBE: Video Inference for Human Body Pose and Shape Estimation arXiv:1912.05656
Pose EstimationonHuman3.6M
PA-MPJPE· 2019-12-11
41.4
best: 80.7 (SMPLify (dense))
VIBE: Video Inference for Human Body Pose and Shape Estimation arXiv:1912.05656
Pose EstimationonHuman3.6M
Average MPJPE (mm)· 2019-12-11
65.6
best: 131.7 (Rhodin et al.)
VIBE: Video Inference for Human Body Pose and Shape Estimation arXiv:1912.05656
Pose EstimationonHuman3.6M
Frames Needed· 2019-12-11
16
best: 300 (Sparseness Meets Deepness)
VIBE: Video Inference for Human Body Pose and Shape Estimation arXiv:1912.05656

Methodology12 results

3Don3DPW
Number of parameters (M)· 2019-12-11
72.43
SOTA
VIBE: Video Inference for Human Body Pose and Shape Estimation arXiv:1912.05656
3DonMPI-INF-3DHP
MPJPE· 2019-12-11
96.6
best: 124.7 (VNect (Augm.))
VIBE: Video Inference for Human Body Pose and Shape Estimation arXiv:1912.05656
3DonMPI-INF-3DHP
PA-MPJPE· 2019-12-11
64.6
best: 89.8 (HMR)
VIBE: Video Inference for Human Body Pose and Shape Estimation arXiv:1912.05656
3DonMPI-INF-3DHP
PCK· 2019-12-11
89.3
best: 99.37 (LMT R152 384x384)
VIBE: Video Inference for Human Body Pose and Shape Estimation arXiv:1912.05656
3Don3DPW
Acceleration Error· 2019-12-11
23.4
best: 5.4 (HybridCap)
VIBE: Video Inference for Human Body Pose and Shape Estimation arXiv:1912.05656
3Don3DPW
MPJPE· 2019-12-11
82.9
best: 130 (HMR)
VIBE: Video Inference for Human Body Pose and Shape Estimation arXiv:1912.05656
3Don3DPW
MPVPE· 2019-12-11
99.1
best: 119.3 (BMP)
VIBE: Video Inference for Human Body Pose and Shape Estimation arXiv:1912.05656
3Don3DPW
PA-MPJPE· 2019-12-11
51.9
best: 157 (Simple-baseline)
VIBE: Video Inference for Human Body Pose and Shape Estimation arXiv:1912.05656
3DonHuman3.6M
Average MPJPE (mm)· 2019-12-11
65.6
best: 131.7 (Rhodin et al.)
VIBE: Video Inference for Human Body Pose and Shape Estimation arXiv:1912.05656
3DonHuman3.6M
PA-MPJPE· 2019-12-11
41.4
best: 89.4 (Kinematic-Structure-Preserved Representation)
VIBE: Video Inference for Human Body Pose and Shape Estimation arXiv:1912.05656
3DonHuman3.6M
Average MPJPE (mm)· 2019-12-11
65.6
best: 131.7 (Rhodin et al.)
VIBE: Video Inference for Human Body Pose and Shape Estimation arXiv:1912.05656
3DonHuman3.6M
Frames Needed· 2019-12-11
16
best: 300 (Sparseness Meets Deepness)
VIBE: Video Inference for Human Body Pose and Shape Estimation arXiv:1912.05656

Audio12 results

1 Image, 2*2 Stitchion3DPW
Number of parameters (M)· 2019-12-11
72.43
SOTA
VIBE: Video Inference for Human Body Pose and Shape Estimation arXiv:1912.05656
1 Image, 2*2 StitchionMPI-INF-3DHP
MPJPE· 2019-12-11
96.6
best: 124.7 (VNect (Augm.))
VIBE: Video Inference for Human Body Pose and Shape Estimation arXiv:1912.05656
1 Image, 2*2 StitchionMPI-INF-3DHP
PA-MPJPE· 2019-12-11
64.6
best: 89.8 (HMR)
VIBE: Video Inference for Human Body Pose and Shape Estimation arXiv:1912.05656
1 Image, 2*2 StitchionMPI-INF-3DHP
PCK· 2019-12-11
89.3
best: 99.37 (LMT R152 384x384)
VIBE: Video Inference for Human Body Pose and Shape Estimation arXiv:1912.05656
1 Image, 2*2 Stitchion3DPW
Acceleration Error· 2019-12-11
23.4
best: 5.4 (HybridCap)
VIBE: Video Inference for Human Body Pose and Shape Estimation arXiv:1912.05656
1 Image, 2*2 Stitchion3DPW
MPJPE· 2019-12-11
82.9
best: 130 (HMR)
VIBE: Video Inference for Human Body Pose and Shape Estimation arXiv:1912.05656
1 Image, 2*2 Stitchion3DPW
MPVPE· 2019-12-11
99.1
best: 119.3 (BMP)
VIBE: Video Inference for Human Body Pose and Shape Estimation arXiv:1912.05656
1 Image, 2*2 Stitchion3DPW
PA-MPJPE· 2019-12-11
51.9
best: 157 (Simple-baseline)
VIBE: Video Inference for Human Body Pose and Shape Estimation arXiv:1912.05656
1 Image, 2*2 StitchionHuman3.6M
Average MPJPE (mm)· 2019-12-11
65.6
best: 131.7 (Rhodin et al.)
VIBE: Video Inference for Human Body Pose and Shape Estimation arXiv:1912.05656
1 Image, 2*2 StitchionHuman3.6M
PA-MPJPE· 2019-12-11
41.4
best: 80.7 (SMPLify (dense))
VIBE: Video Inference for Human Body Pose and Shape Estimation arXiv:1912.05656
1 Image, 2*2 StitchionHuman3.6M
Average MPJPE (mm)· 2019-12-11
65.6
best: 131.7 (Rhodin et al.)
VIBE: Video Inference for Human Body Pose and Shape Estimation arXiv:1912.05656
1 Image, 2*2 StitchionHuman3.6M
Frames Needed· 2019-12-11
16
best: 300 (Sparseness Meets Deepness)
VIBE: Video Inference for Human Body Pose and Shape Estimation arXiv:1912.05656