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Models/HMR

HMR

Reported on 66 benchmarks across 6 tasks · 1 paper · 42 SOTA

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

Computer Vision42 results

3D Human Pose EstimationonAGORA
B-MPJPE· 2017-12-18
180.5
best: 182.1 (SMPLify-X)
SOTA
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584
3D Human Pose EstimationonAGORA
B-MVE· 2017-12-18
173.6
best: 187 (SMPLify-X)
SOTA
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584
3D Human Pose EstimationonAGORA
B-NMJE· 2017-12-18
226
best: 256.5 (SMPLify-X)
SOTA
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584
3D Human Pose EstimationonAGORA
B-NMVE· 2017-12-18
217
best: 263.3 (SMPLify-X)
SOTA
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584
3D Human Pose EstimationonMPI-INF-3DHP
PA-MPJPE· 2017-12-18
89.8
SOTA
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584
3D Human Pose Estimationon3DPW
Acceleration Error· 2017-12-18
37.4
best: 6.5 (ARTS (Resnet50 L=16))
SOTA
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584
3D Human Pose Estimationon3DPW
MPJPE· 2017-12-18
130
SOTA
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584
3D Human Pose EstimationonSSP-3D
PVE-T-SC· 2017-12-18
22.9
SOTA
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584
3D Human Pose EstimationonSSP-3D
mIOU· 2017-12-18
69
best: 80 (STRAPS)
SOTA
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584
Pose EstimationonAGORA
B-MPJPE· 2017-12-18
180.5
best: 182.1 (SMPLify-X)
SOTA
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584
Pose EstimationonAGORA
B-MVE· 2017-12-18
173.6
best: 187 (SMPLify-X)
SOTA
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584
Pose EstimationonAGORA
B-NMJE· 2017-12-18
226
best: 256.5 (SMPLify-X)
SOTA
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584
Pose EstimationonAGORA
B-NMVE· 2017-12-18
217
best: 263.3 (SMPLify-X)
SOTA
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584
Pose EstimationonMPI-INF-3DHP
PA-MPJPE· 2017-12-18
89.8
SOTA
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584
Pose Estimationon3DPW
Acceleration Error· 2017-12-18
37.4
best: 5.4 (HybridCap)
SOTA
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584
Pose Estimationon3DPW
MPJPE· 2017-12-18
130
SOTA
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584
Pose EstimationonSSP-3D
PVE-T-SC· 2017-12-18
22.9
SOTA
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584
Pose EstimationonSSP-3D
mIOU· 2017-12-18
69
best: 80 (STRAPS)
SOTA
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584
3D Multi-Person Pose EstimationonAGORA
B-MPJPE· 2017-12-18
180.5
best: 182.1 (SMPLify-X)
SOTA
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584
3D Multi-Person Pose EstimationonAGORA
B-MVE· 2017-12-18
173.6
best: 187 (SMPLify-X)
SOTA
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584
3D Multi-Person Pose EstimationonAGORA
B-NMJE· 2017-12-18
226
best: 256.5 (SMPLify-X)
SOTA
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584
3D Multi-Person Pose EstimationonAGORA
B-NMVE· 2017-12-18
217
best: 263.3 (SMPLify-X)
SOTA
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584
3D Human Pose EstimationonMPI-INF-3DHP
AUC· 2017-12-18
36.5
best: 87.7 (TCPFormer (T=81))
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584
3D Human Pose EstimationonMPI-INF-3DHP
MPJPE· 2017-12-18
124.2
best: 124.7 (VNect (Augm.))
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584
3D Human Pose EstimationonMPI-INF-3DHP
PCK· 2017-12-18
72.9
best: 99.37 (LMT R152 384x384)
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584
3D Human Pose EstimationonHuman3.6M
Frames Needed· 2017-12-18
1
best: 300 (Sparseness Meets Deepness)
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584
3D Human Pose EstimationonAGORA
B-MPJPE· 2017-12-18
180.5
best: 182.1 (SMPLify-X)
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584
3D Human Pose EstimationonAGORA
B-MVE· 2017-12-18
173.6
best: 187 (SMPLify-X)
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584
3D Human Pose EstimationonAGORA
B-NMJE· 2017-12-18
226
best: 256.5 (SMPLify-X)
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584
3D Human Pose EstimationonAGORA
B-NMVE· 2017-12-18
217
best: 263.3 (SMPLify-X)
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584
3D Human Pose EstimationonAH36M
H36M PMPJPE (n = 1)· 2017-12-18
56.8
best: 67.4 (HMR (2D Vis, by MHEntropy))
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584
3D Human Pose EstimationonAH36M
H36M PMPJPE (n = 25)· 2017-12-18
56.8
best: 67.4 (HMR (2D Vis, by MHEntropy))
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584
Pose EstimationonMPI-INF-3DHP
AUC· 2017-12-18
36.5
best: 87.7 (TCPFormer (T=81))
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584
Pose EstimationonMPI-INF-3DHP
MPJPE· 2017-12-18
124.2
best: 124.7 (VNect (Augm.))
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584
Pose EstimationonMPI-INF-3DHP
PCK· 2017-12-18
72.9
best: 99.37 (LMT R152 384x384)
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584
Pose EstimationonHuman3.6M
Frames Needed· 2017-12-18
1
best: 300 (Sparseness Meets Deepness)
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584
Pose EstimationonAGORA
B-MPJPE· 2017-12-18
180.5
best: 182.1 (SMPLify-X)
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584
Pose EstimationonAGORA
B-MVE· 2017-12-18
173.6
best: 187 (SMPLify-X)
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584
Pose EstimationonAGORA
B-NMJE· 2017-12-18
226
best: 256.5 (SMPLify-X)
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584
Pose EstimationonAGORA
B-NMVE· 2017-12-18
217
best: 263.3 (SMPLify-X)
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584
Pose EstimationonAH36M
H36M PMPJPE (n = 1)· 2017-12-18
56.8
best: 67.4 (HMR (2D Vis, by MHEntropy))
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584
Pose EstimationonAH36M
H36M PMPJPE (n = 25)· 2017-12-18
56.8
best: 67.4 (HMR (2D Vis, by MHEntropy))
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584

Methodology19 results

3DonAGORA
B-MPJPE· 2017-12-18
180.5
best: 182.1 (SMPLify-X)
SOTA
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584
3DonAGORA
B-MVE· 2017-12-18
173.6
best: 187 (SMPLify-X)
SOTA
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584
3DonAGORA
B-NMJE· 2017-12-18
226
best: 256.5 (SMPLify-X)
SOTA
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584
3DonAGORA
B-NMVE· 2017-12-18
217
best: 263.3 (SMPLify-X)
SOTA
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584
3DonMPI-INF-3DHP
PA-MPJPE· 2017-12-18
89.8
SOTA
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584
3Don3DPW
Acceleration Error· 2017-12-18
37.4
best: 5.4 (HybridCap)
SOTA
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584
3Don3DPW
MPJPE· 2017-12-18
130
SOTA
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584
3DonSSP-3D
PVE-T-SC· 2017-12-18
22.9
SOTA
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584
3DonSSP-3D
mIOU· 2017-12-18
69
best: 80 (STRAPS)
SOTA
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584
3DonMPI-INF-3DHP
AUC· 2017-12-18
36.5
best: 87.7 (TCPFormer (T=81))
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584
3DonMPI-INF-3DHP
MPJPE· 2017-12-18
124.2
best: 124.7 (VNect (Augm.))
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584
3DonMPI-INF-3DHP
PCK· 2017-12-18
72.9
best: 99.37 (LMT R152 384x384)
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584
3DonHuman3.6M
Frames Needed· 2017-12-18
1
best: 300 (Sparseness Meets Deepness)
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584
3DonAGORA
B-MPJPE· 2017-12-18
180.5
best: 182.1 (SMPLify-X)
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584
3DonAGORA
B-MVE· 2017-12-18
173.6
best: 187 (SMPLify-X)
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584
3DonAGORA
B-NMJE· 2017-12-18
226
best: 256.5 (SMPLify-X)
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584
3DonAGORA
B-NMVE· 2017-12-18
217
best: 263.3 (SMPLify-X)
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584
3DonAH36M
H36M PMPJPE (n = 1)· 2017-12-18
56.8
best: 67.4 (HMR (2D Vis, by MHEntropy))
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584
3DonAH36M
H36M PMPJPE (n = 25)· 2017-12-18
56.8
best: 67.4 (HMR (2D Vis, by MHEntropy))
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584

Audio19 results

1 Image, 2*2 StitchionAGORA
B-MPJPE· 2017-12-18
180.5
best: 182.1 (SMPLify-X)
SOTA
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584
1 Image, 2*2 StitchionAGORA
B-MVE· 2017-12-18
173.6
best: 187 (SMPLify-X)
SOTA
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584
1 Image, 2*2 StitchionAGORA
B-NMJE· 2017-12-18
226
best: 256.5 (SMPLify-X)
SOTA
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584
1 Image, 2*2 StitchionAGORA
B-NMVE· 2017-12-18
217
best: 263.3 (SMPLify-X)
SOTA
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584
1 Image, 2*2 StitchionMPI-INF-3DHP
PA-MPJPE· 2017-12-18
89.8
SOTA
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584
1 Image, 2*2 Stitchion3DPW
Acceleration Error· 2017-12-18
37.4
best: 5.4 (HybridCap)
SOTA
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584
1 Image, 2*2 Stitchion3DPW
MPJPE· 2017-12-18
130
SOTA
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584
1 Image, 2*2 StitchionSSP-3D
PVE-T-SC· 2017-12-18
22.9
SOTA
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584
1 Image, 2*2 StitchionSSP-3D
mIOU· 2017-12-18
69
best: 80 (STRAPS)
SOTA
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584
1 Image, 2*2 StitchionMPI-INF-3DHP
AUC· 2017-12-18
36.5
best: 87.7 (TCPFormer (T=81))
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584
1 Image, 2*2 StitchionMPI-INF-3DHP
MPJPE· 2017-12-18
124.2
best: 124.7 (VNect (Augm.))
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584
1 Image, 2*2 StitchionMPI-INF-3DHP
PCK· 2017-12-18
72.9
best: 99.37 (LMT R152 384x384)
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584
1 Image, 2*2 StitchionHuman3.6M
Frames Needed· 2017-12-18
1
best: 300 (Sparseness Meets Deepness)
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584
1 Image, 2*2 StitchionAGORA
B-MPJPE· 2017-12-18
180.5
best: 182.1 (SMPLify-X)
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584
1 Image, 2*2 StitchionAGORA
B-MVE· 2017-12-18
173.6
best: 187 (SMPLify-X)
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584
1 Image, 2*2 StitchionAGORA
B-NMJE· 2017-12-18
226
best: 256.5 (SMPLify-X)
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584
1 Image, 2*2 StitchionAGORA
B-NMVE· 2017-12-18
217
best: 263.3 (SMPLify-X)
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584
1 Image, 2*2 StitchionAH36M
H36M PMPJPE (n = 1)· 2017-12-18
56.8
best: 67.4 (HMR (2D Vis, by MHEntropy))
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584
1 Image, 2*2 StitchionAH36M
H36M PMPJPE (n = 25)· 2017-12-18
56.8
best: 67.4 (HMR (2D Vis, by MHEntropy))
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584

Knowledge Base2 results

3D Absolute Human Pose EstimationonSSP-3D
PVE-T-SC· 2017-12-18
22.9
SOTA
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584
3D Absolute Human Pose EstimationonSSP-3D
mIOU· 2017-12-18
69
best: 80 (STRAPS)
SOTA
End-to-end Recovery of Human Shape and Pose arXiv:1712.06584