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Models/NIKI (Twist-and-Swing)

NIKI (Twist-and-Swing)

Reported on 28 benchmarks across 4 tasks · 1 paper

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 EstimationonAGORA
B-MPJPE· 2023-05-15
67.3
best: 182.1 (SMPLify-X)
NIKI: Neural Inverse Kinematics with Invertible Neural Networks for 3D Human Pose and Shape Estimation arXiv:2305.08590
3D Human Pose EstimationonAGORA
B-MVE· 2023-05-15
63.9
best: 187 (SMPLify-X)
NIKI: Neural Inverse Kinematics with Invertible Neural Networks for 3D Human Pose and Shape Estimation arXiv:2305.08590
3D Human Pose EstimationonAGORA
B-NMJE· 2023-05-15
74
best: 256.5 (SMPLify-X)
NIKI: Neural Inverse Kinematics with Invertible Neural Networks for 3D Human Pose and Shape Estimation arXiv:2305.08590
3D Human Pose EstimationonAGORA
B-NMVE· 2023-05-15
70.2
best: 263.3 (SMPLify-X)
NIKI: Neural Inverse Kinematics with Invertible Neural Networks for 3D Human Pose and Shape Estimation arXiv:2305.08590
3D Human Pose Estimationon3DPW
MPJPE· 2023-05-15
71.3
best: 130 (HMR)
NIKI: Neural Inverse Kinematics with Invertible Neural Networks for 3D Human Pose and Shape Estimation arXiv:2305.08590
3D Human Pose Estimationon3DPW
MPVPE· 2023-05-15
86.6
best: 119.3 (BMP)
NIKI: Neural Inverse Kinematics with Invertible Neural Networks for 3D Human Pose and Shape Estimation arXiv:2305.08590
3D Human Pose Estimationon3DPW
PA-MPJPE· 2023-05-15
40.6
best: 157 (Simple-baseline)
NIKI: Neural Inverse Kinematics with Invertible Neural Networks for 3D Human Pose and Shape Estimation arXiv:2305.08590
Pose EstimationonAGORA
B-MPJPE· 2023-05-15
67.3
best: 182.1 (SMPLify-X)
NIKI: Neural Inverse Kinematics with Invertible Neural Networks for 3D Human Pose and Shape Estimation arXiv:2305.08590
Pose EstimationonAGORA
B-MVE· 2023-05-15
63.9
best: 187 (SMPLify-X)
NIKI: Neural Inverse Kinematics with Invertible Neural Networks for 3D Human Pose and Shape Estimation arXiv:2305.08590
Pose EstimationonAGORA
B-NMJE· 2023-05-15
74
best: 256.5 (SMPLify-X)
NIKI: Neural Inverse Kinematics with Invertible Neural Networks for 3D Human Pose and Shape Estimation arXiv:2305.08590
Pose EstimationonAGORA
B-NMVE· 2023-05-15
70.2
best: 263.3 (SMPLify-X)
NIKI: Neural Inverse Kinematics with Invertible Neural Networks for 3D Human Pose and Shape Estimation arXiv:2305.08590
Pose Estimationon3DPW
MPJPE· 2023-05-15
71.3
best: 130 (HMR)
NIKI: Neural Inverse Kinematics with Invertible Neural Networks for 3D Human Pose and Shape Estimation arXiv:2305.08590
Pose Estimationon3DPW
MPVPE· 2023-05-15
86.6
best: 119.3 (BMP)
NIKI: Neural Inverse Kinematics with Invertible Neural Networks for 3D Human Pose and Shape Estimation arXiv:2305.08590
Pose Estimationon3DPW
PA-MPJPE· 2023-05-15
40.6
best: 157 (Simple-baseline)
NIKI: Neural Inverse Kinematics with Invertible Neural Networks for 3D Human Pose and Shape Estimation arXiv:2305.08590

Methodology7 results

3DonAGORA
B-MPJPE· 2023-05-15
67.3
best: 182.1 (SMPLify-X)
NIKI: Neural Inverse Kinematics with Invertible Neural Networks for 3D Human Pose and Shape Estimation arXiv:2305.08590
3DonAGORA
B-MVE· 2023-05-15
63.9
best: 187 (SMPLify-X)
NIKI: Neural Inverse Kinematics with Invertible Neural Networks for 3D Human Pose and Shape Estimation arXiv:2305.08590
3DonAGORA
B-NMJE· 2023-05-15
74
best: 256.5 (SMPLify-X)
NIKI: Neural Inverse Kinematics with Invertible Neural Networks for 3D Human Pose and Shape Estimation arXiv:2305.08590
3DonAGORA
B-NMVE· 2023-05-15
70.2
best: 263.3 (SMPLify-X)
NIKI: Neural Inverse Kinematics with Invertible Neural Networks for 3D Human Pose and Shape Estimation arXiv:2305.08590
3Don3DPW
MPJPE· 2023-05-15
71.3
best: 130 (HMR)
NIKI: Neural Inverse Kinematics with Invertible Neural Networks for 3D Human Pose and Shape Estimation arXiv:2305.08590
3Don3DPW
MPVPE· 2023-05-15
86.6
best: 119.3 (BMP)
NIKI: Neural Inverse Kinematics with Invertible Neural Networks for 3D Human Pose and Shape Estimation arXiv:2305.08590
3Don3DPW
PA-MPJPE· 2023-05-15
40.6
best: 157 (Simple-baseline)
NIKI: Neural Inverse Kinematics with Invertible Neural Networks for 3D Human Pose and Shape Estimation arXiv:2305.08590

Audio7 results

1 Image, 2*2 StitchionAGORA
B-MPJPE· 2023-05-15
67.3
best: 182.1 (SMPLify-X)
NIKI: Neural Inverse Kinematics with Invertible Neural Networks for 3D Human Pose and Shape Estimation arXiv:2305.08590
1 Image, 2*2 StitchionAGORA
B-MVE· 2023-05-15
63.9
best: 187 (SMPLify-X)
NIKI: Neural Inverse Kinematics with Invertible Neural Networks for 3D Human Pose and Shape Estimation arXiv:2305.08590
1 Image, 2*2 StitchionAGORA
B-NMJE· 2023-05-15
74
best: 256.5 (SMPLify-X)
NIKI: Neural Inverse Kinematics with Invertible Neural Networks for 3D Human Pose and Shape Estimation arXiv:2305.08590
1 Image, 2*2 StitchionAGORA
B-NMVE· 2023-05-15
70.2
best: 263.3 (SMPLify-X)
NIKI: Neural Inverse Kinematics with Invertible Neural Networks for 3D Human Pose and Shape Estimation arXiv:2305.08590
1 Image, 2*2 Stitchion3DPW
MPJPE· 2023-05-15
71.3
best: 130 (HMR)
NIKI: Neural Inverse Kinematics with Invertible Neural Networks for 3D Human Pose and Shape Estimation arXiv:2305.08590
1 Image, 2*2 Stitchion3DPW
MPVPE· 2023-05-15
86.6
best: 119.3 (BMP)
NIKI: Neural Inverse Kinematics with Invertible Neural Networks for 3D Human Pose and Shape Estimation arXiv:2305.08590
1 Image, 2*2 Stitchion3DPW
PA-MPJPE· 2023-05-15
40.6
best: 157 (Simple-baseline)
NIKI: Neural Inverse Kinematics with Invertible Neural Networks for 3D Human Pose and Shape Estimation arXiv:2305.08590