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Models/HybrIK

HybrIK

Reported on 68 benchmarks across 4 tasks · 2 papers

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

Computer Vision34 results

3D Human Pose EstimationonAGORA
B-MPJPE· 2023-04-12
77
best: 182.1 (SMPLify-X)
HybrIK-X: Hybrid Analytical-Neural Inverse Kinematics for Whole-body Mesh Recovery arXiv:2304.05690
3D Human Pose EstimationonAGORA
B-MVE· 2023-04-12
73.9
best: 187 (SMPLify-X)
HybrIK-X: Hybrid Analytical-Neural Inverse Kinematics for Whole-body Mesh Recovery arXiv:2304.05690
3D Human Pose EstimationonAGORA
B-NMJE· 2023-04-12
84.6
best: 256.5 (SMPLify-X)
HybrIK-X: Hybrid Analytical-Neural Inverse Kinematics for Whole-body Mesh Recovery arXiv:2304.05690
3D Human Pose EstimationonAGORA
B-NMVE· 2023-04-12
81.2
best: 263.3 (SMPLify-X)
HybrIK-X: Hybrid Analytical-Neural Inverse Kinematics for Whole-body Mesh Recovery arXiv:2304.05690
Pose EstimationonAGORA
B-MPJPE· 2023-04-12
77
best: 182.1 (SMPLify-X)
HybrIK-X: Hybrid Analytical-Neural Inverse Kinematics for Whole-body Mesh Recovery arXiv:2304.05690
Pose EstimationonAGORA
B-MVE· 2023-04-12
73.9
best: 187 (SMPLify-X)
HybrIK-X: Hybrid Analytical-Neural Inverse Kinematics for Whole-body Mesh Recovery arXiv:2304.05690
Pose EstimationonAGORA
B-NMJE· 2023-04-12
84.6
best: 256.5 (SMPLify-X)
HybrIK-X: Hybrid Analytical-Neural Inverse Kinematics for Whole-body Mesh Recovery arXiv:2304.05690
Pose EstimationonAGORA
B-NMVE· 2023-04-12
81.2
best: 263.3 (SMPLify-X)
HybrIK-X: Hybrid Analytical-Neural Inverse Kinematics for Whole-body Mesh Recovery arXiv:2304.05690
3D Human Pose EstimationonEMDB
Average MPJAE (deg)· 2020-11-30
24.5174
best: 28.4555 (PyMAF)
HybrIK: A Hybrid Analytical-Neural Inverse Kinematics Solution for 3D Human Pose and Shape Estimation arXiv:2011.14672
3D Human Pose EstimationonEMDB
Average MPJAE-PA (deg)· 2020-11-30
23.0704
best: 25.7033 (PyMAF)
HybrIK: A Hybrid Analytical-Neural Inverse Kinematics Solution for 3D Human Pose and Shape Estimation arXiv:2011.14672
3D Human Pose EstimationonEMDB
Average MPJPE (mm)· 2020-11-30
103.037
best: 131.065 (PyMAF)
HybrIK: A Hybrid Analytical-Neural Inverse Kinematics Solution for 3D Human Pose and Shape Estimation arXiv:2011.14672
3D Human Pose EstimationonEMDB
Average MPJPE-PA (mm)· 2020-11-30
65.5935
best: 82.8502 (PyMAF)
HybrIK: A Hybrid Analytical-Neural Inverse Kinematics Solution for 3D Human Pose and Shape Estimation arXiv:2011.14672
3D Human Pose EstimationonEMDB
Average MVE (mm)· 2020-11-30
122.193
best: 159.956 (PyMAF)
HybrIK: A Hybrid Analytical-Neural Inverse Kinematics Solution for 3D Human Pose and Shape Estimation arXiv:2011.14672
3D Human Pose EstimationonEMDB
Average MVE-PA (mm)· 2020-11-30
80.3678
best: 98.1305 (PyMAF)
HybrIK: A Hybrid Analytical-Neural Inverse Kinematics Solution for 3D Human Pose and Shape Estimation arXiv:2011.14672
3D Human Pose EstimationonEMDB
Jitter (10m/s^3)· 2020-11-30
49.2068
best: 185.933 (FastMETRO-L no SMPL Head)
HybrIK: A Hybrid Analytical-Neural Inverse Kinematics Solution for 3D Human Pose and Shape Estimation arXiv:2011.14672
3D Human Pose EstimationonMPI-INF-3DHP
AUC· 2020-11-30
46.9
best: 87.7 (TCPFormer (T=81))
HybrIK: A Hybrid Analytical-Neural Inverse Kinematics Solution for 3D Human Pose and Shape Estimation arXiv:2011.14672
3D Human Pose EstimationonMPI-INF-3DHP
MPJPE· 2020-11-30
91
best: 124.7 (VNect (Augm.))
HybrIK: A Hybrid Analytical-Neural Inverse Kinematics Solution for 3D Human Pose and Shape Estimation arXiv:2011.14672
3D Human Pose EstimationonMPI-INF-3DHP
PCK· 2020-11-30
87.5
best: 99.37 (LMT R152 384x384)
HybrIK: A Hybrid Analytical-Neural Inverse Kinematics Solution for 3D Human Pose and Shape Estimation arXiv:2011.14672
3D Human Pose Estimationon3DPW
MPJPE· 2020-11-30
74.1
best: 130 (HMR)
HybrIK: A Hybrid Analytical-Neural Inverse Kinematics Solution for 3D Human Pose and Shape Estimation arXiv:2011.14672
3D Human Pose Estimationon3DPW
MPVPE· 2020-11-30
86.5
best: 119.3 (BMP)
HybrIK: A Hybrid Analytical-Neural Inverse Kinematics Solution for 3D Human Pose and Shape Estimation arXiv:2011.14672
3D Human Pose Estimationon3DPW
PA-MPJPE· 2020-11-30
45
best: 157 (Simple-baseline)
HybrIK: A Hybrid Analytical-Neural Inverse Kinematics Solution for 3D Human Pose and Shape Estimation arXiv:2011.14672
Pose EstimationonEMDB
Average MPJAE (deg)· 2020-11-30
24.5174
best: 28.4555 (PyMAF)
HybrIK: A Hybrid Analytical-Neural Inverse Kinematics Solution for 3D Human Pose and Shape Estimation arXiv:2011.14672
Pose EstimationonEMDB
Average MPJAE-PA (deg)· 2020-11-30
23.0704
best: 25.7033 (PyMAF)
HybrIK: A Hybrid Analytical-Neural Inverse Kinematics Solution for 3D Human Pose and Shape Estimation arXiv:2011.14672
Pose EstimationonEMDB
Average MPJPE (mm)· 2020-11-30
103.037
best: 131.065 (PyMAF)
HybrIK: A Hybrid Analytical-Neural Inverse Kinematics Solution for 3D Human Pose and Shape Estimation arXiv:2011.14672
Pose EstimationonEMDB
Average MPJPE-PA (mm)· 2020-11-30
65.5935
best: 82.8502 (PyMAF)
HybrIK: A Hybrid Analytical-Neural Inverse Kinematics Solution for 3D Human Pose and Shape Estimation arXiv:2011.14672
Pose EstimationonEMDB
Average MVE (mm)· 2020-11-30
122.193
best: 159.956 (PyMAF)
HybrIK: A Hybrid Analytical-Neural Inverse Kinematics Solution for 3D Human Pose and Shape Estimation arXiv:2011.14672
Pose EstimationonEMDB
Average MVE-PA (mm)· 2020-11-30
80.3678
best: 98.1305 (PyMAF)
HybrIK: A Hybrid Analytical-Neural Inverse Kinematics Solution for 3D Human Pose and Shape Estimation arXiv:2011.14672
Pose EstimationonEMDB
Jitter (10m/s^3)· 2020-11-30
49.2068
best: 185.933 (FastMETRO-L no SMPL Head)
HybrIK: A Hybrid Analytical-Neural Inverse Kinematics Solution for 3D Human Pose and Shape Estimation arXiv:2011.14672
Pose EstimationonMPI-INF-3DHP
AUC· 2020-11-30
46.9
best: 87.7 (TCPFormer (T=81))
HybrIK: A Hybrid Analytical-Neural Inverse Kinematics Solution for 3D Human Pose and Shape Estimation arXiv:2011.14672
Pose EstimationonMPI-INF-3DHP
MPJPE· 2020-11-30
91
best: 124.7 (VNect (Augm.))
HybrIK: A Hybrid Analytical-Neural Inverse Kinematics Solution for 3D Human Pose and Shape Estimation arXiv:2011.14672
Pose EstimationonMPI-INF-3DHP
PCK· 2020-11-30
87.5
best: 99.37 (LMT R152 384x384)
HybrIK: A Hybrid Analytical-Neural Inverse Kinematics Solution for 3D Human Pose and Shape Estimation arXiv:2011.14672
Pose Estimationon3DPW
MPJPE· 2020-11-30
74.1
best: 130 (HMR)
HybrIK: A Hybrid Analytical-Neural Inverse Kinematics Solution for 3D Human Pose and Shape Estimation arXiv:2011.14672
Pose Estimationon3DPW
MPVPE· 2020-11-30
86.5
best: 119.3 (BMP)
HybrIK: A Hybrid Analytical-Neural Inverse Kinematics Solution for 3D Human Pose and Shape Estimation arXiv:2011.14672
Pose Estimationon3DPW
PA-MPJPE· 2020-11-30
45
best: 157 (Simple-baseline)
HybrIK: A Hybrid Analytical-Neural Inverse Kinematics Solution for 3D Human Pose and Shape Estimation arXiv:2011.14672

Methodology17 results

3DonAGORA
B-MPJPE· 2023-04-12
77
best: 182.1 (SMPLify-X)
HybrIK-X: Hybrid Analytical-Neural Inverse Kinematics for Whole-body Mesh Recovery arXiv:2304.05690
3DonAGORA
B-MVE· 2023-04-12
73.9
best: 187 (SMPLify-X)
HybrIK-X: Hybrid Analytical-Neural Inverse Kinematics for Whole-body Mesh Recovery arXiv:2304.05690
3DonAGORA
B-NMJE· 2023-04-12
84.6
best: 256.5 (SMPLify-X)
HybrIK-X: Hybrid Analytical-Neural Inverse Kinematics for Whole-body Mesh Recovery arXiv:2304.05690
3DonAGORA
B-NMVE· 2023-04-12
81.2
best: 263.3 (SMPLify-X)
HybrIK-X: Hybrid Analytical-Neural Inverse Kinematics for Whole-body Mesh Recovery arXiv:2304.05690
3DonEMDB
Average MPJAE (deg)· 2020-11-30
24.5174
best: 28.4555 (PyMAF)
HybrIK: A Hybrid Analytical-Neural Inverse Kinematics Solution for 3D Human Pose and Shape Estimation arXiv:2011.14672
3DonEMDB
Average MPJAE-PA (deg)· 2020-11-30
23.0704
best: 25.7033 (PyMAF)
HybrIK: A Hybrid Analytical-Neural Inverse Kinematics Solution for 3D Human Pose and Shape Estimation arXiv:2011.14672
3DonEMDB
Average MPJPE (mm)· 2020-11-30
103.037
best: 131.065 (PyMAF)
HybrIK: A Hybrid Analytical-Neural Inverse Kinematics Solution for 3D Human Pose and Shape Estimation arXiv:2011.14672
3DonEMDB
Average MPJPE-PA (mm)· 2020-11-30
65.5935
best: 82.8502 (PyMAF)
HybrIK: A Hybrid Analytical-Neural Inverse Kinematics Solution for 3D Human Pose and Shape Estimation arXiv:2011.14672
3DonEMDB
Average MVE (mm)· 2020-11-30
122.193
best: 159.956 (PyMAF)
HybrIK: A Hybrid Analytical-Neural Inverse Kinematics Solution for 3D Human Pose and Shape Estimation arXiv:2011.14672
3DonEMDB
Average MVE-PA (mm)· 2020-11-30
80.3678
best: 98.1305 (PyMAF)
HybrIK: A Hybrid Analytical-Neural Inverse Kinematics Solution for 3D Human Pose and Shape Estimation arXiv:2011.14672
3DonEMDB
Jitter (10m/s^3)· 2020-11-30
49.2068
best: 185.933 (FastMETRO-L no SMPL Head)
HybrIK: A Hybrid Analytical-Neural Inverse Kinematics Solution for 3D Human Pose and Shape Estimation arXiv:2011.14672
3DonMPI-INF-3DHP
AUC· 2020-11-30
46.9
best: 87.7 (TCPFormer (T=81))
HybrIK: A Hybrid Analytical-Neural Inverse Kinematics Solution for 3D Human Pose and Shape Estimation arXiv:2011.14672
3DonMPI-INF-3DHP
MPJPE· 2020-11-30
91
best: 124.7 (VNect (Augm.))
HybrIK: A Hybrid Analytical-Neural Inverse Kinematics Solution for 3D Human Pose and Shape Estimation arXiv:2011.14672
3DonMPI-INF-3DHP
PCK· 2020-11-30
87.5
best: 99.37 (LMT R152 384x384)
HybrIK: A Hybrid Analytical-Neural Inverse Kinematics Solution for 3D Human Pose and Shape Estimation arXiv:2011.14672
3Don3DPW
MPJPE· 2020-11-30
74.1
best: 130 (HMR)
HybrIK: A Hybrid Analytical-Neural Inverse Kinematics Solution for 3D Human Pose and Shape Estimation arXiv:2011.14672
3Don3DPW
MPVPE· 2020-11-30
86.5
best: 119.3 (BMP)
HybrIK: A Hybrid Analytical-Neural Inverse Kinematics Solution for 3D Human Pose and Shape Estimation arXiv:2011.14672
3Don3DPW
PA-MPJPE· 2020-11-30
45
best: 157 (Simple-baseline)
HybrIK: A Hybrid Analytical-Neural Inverse Kinematics Solution for 3D Human Pose and Shape Estimation arXiv:2011.14672

Audio17 results

1 Image, 2*2 StitchionAGORA
B-MPJPE· 2023-04-12
77
best: 182.1 (SMPLify-X)
HybrIK-X: Hybrid Analytical-Neural Inverse Kinematics for Whole-body Mesh Recovery arXiv:2304.05690
1 Image, 2*2 StitchionAGORA
B-MVE· 2023-04-12
73.9
best: 187 (SMPLify-X)
HybrIK-X: Hybrid Analytical-Neural Inverse Kinematics for Whole-body Mesh Recovery arXiv:2304.05690
1 Image, 2*2 StitchionAGORA
B-NMJE· 2023-04-12
84.6
best: 256.5 (SMPLify-X)
HybrIK-X: Hybrid Analytical-Neural Inverse Kinematics for Whole-body Mesh Recovery arXiv:2304.05690
1 Image, 2*2 StitchionAGORA
B-NMVE· 2023-04-12
81.2
best: 263.3 (SMPLify-X)
HybrIK-X: Hybrid Analytical-Neural Inverse Kinematics for Whole-body Mesh Recovery arXiv:2304.05690
1 Image, 2*2 StitchionEMDB
Average MPJAE (deg)· 2020-11-30
24.5174
best: 28.4555 (PyMAF)
HybrIK: A Hybrid Analytical-Neural Inverse Kinematics Solution for 3D Human Pose and Shape Estimation arXiv:2011.14672
1 Image, 2*2 StitchionEMDB
Average MPJAE-PA (deg)· 2020-11-30
23.0704
best: 25.7033 (PyMAF)
HybrIK: A Hybrid Analytical-Neural Inverse Kinematics Solution for 3D Human Pose and Shape Estimation arXiv:2011.14672
1 Image, 2*2 StitchionEMDB
Average MPJPE (mm)· 2020-11-30
103.037
best: 131.065 (PyMAF)
HybrIK: A Hybrid Analytical-Neural Inverse Kinematics Solution for 3D Human Pose and Shape Estimation arXiv:2011.14672
1 Image, 2*2 StitchionEMDB
Average MPJPE-PA (mm)· 2020-11-30
65.5935
best: 82.8502 (PyMAF)
HybrIK: A Hybrid Analytical-Neural Inverse Kinematics Solution for 3D Human Pose and Shape Estimation arXiv:2011.14672
1 Image, 2*2 StitchionEMDB
Average MVE (mm)· 2020-11-30
122.193
best: 159.956 (PyMAF)
HybrIK: A Hybrid Analytical-Neural Inverse Kinematics Solution for 3D Human Pose and Shape Estimation arXiv:2011.14672
1 Image, 2*2 StitchionEMDB
Average MVE-PA (mm)· 2020-11-30
80.3678
best: 98.1305 (PyMAF)
HybrIK: A Hybrid Analytical-Neural Inverse Kinematics Solution for 3D Human Pose and Shape Estimation arXiv:2011.14672
1 Image, 2*2 StitchionEMDB
Jitter (10m/s^3)· 2020-11-30
49.2068
best: 185.933 (FastMETRO-L no SMPL Head)
HybrIK: A Hybrid Analytical-Neural Inverse Kinematics Solution for 3D Human Pose and Shape Estimation arXiv:2011.14672
1 Image, 2*2 StitchionMPI-INF-3DHP
AUC· 2020-11-30
46.9
best: 87.7 (TCPFormer (T=81))
HybrIK: A Hybrid Analytical-Neural Inverse Kinematics Solution for 3D Human Pose and Shape Estimation arXiv:2011.14672
1 Image, 2*2 StitchionMPI-INF-3DHP
MPJPE· 2020-11-30
91
best: 124.7 (VNect (Augm.))
HybrIK: A Hybrid Analytical-Neural Inverse Kinematics Solution for 3D Human Pose and Shape Estimation arXiv:2011.14672
1 Image, 2*2 StitchionMPI-INF-3DHP
PCK· 2020-11-30
87.5
best: 99.37 (LMT R152 384x384)
HybrIK: A Hybrid Analytical-Neural Inverse Kinematics Solution for 3D Human Pose and Shape Estimation arXiv:2011.14672
1 Image, 2*2 Stitchion3DPW
MPJPE· 2020-11-30
74.1
best: 130 (HMR)
HybrIK: A Hybrid Analytical-Neural Inverse Kinematics Solution for 3D Human Pose and Shape Estimation arXiv:2011.14672
1 Image, 2*2 Stitchion3DPW
MPVPE· 2020-11-30
86.5
best: 119.3 (BMP)
HybrIK: A Hybrid Analytical-Neural Inverse Kinematics Solution for 3D Human Pose and Shape Estimation arXiv:2011.14672
1 Image, 2*2 Stitchion3DPW
PA-MPJPE· 2020-11-30
45
best: 157 (Simple-baseline)
HybrIK: A Hybrid Analytical-Neural Inverse Kinematics Solution for 3D Human Pose and Shape Estimation arXiv:2011.14672