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Models/KTPFormer

KTPFormer

Reported on 20 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 Vision10 results

3D Human Pose EstimationonMPI-INF-3DHP
AUC· 2024-03-31
85.9
best: 87.7 (TCPFormer (T=81))
SOTA
KTPFormer: Kinematics and Trajectory Prior Knowledge-Enhanced Transformer for 3D Human Pose Estimation arXiv:2404.00658
Pose EstimationonMPI-INF-3DHP
AUC· 2024-03-31
85.9
best: 87.7 (TCPFormer (T=81))
SOTA
KTPFormer: Kinematics and Trajectory Prior Knowledge-Enhanced Transformer for 3D Human Pose Estimation arXiv:2404.00658
3D Human Pose EstimationonMPI-INF-3DHP
MPJPE· 2024-03-31
16.7
best: 124.7 (VNect (Augm.))
KTPFormer: Kinematics and Trajectory Prior Knowledge-Enhanced Transformer for 3D Human Pose Estimation arXiv:2404.00658
3D Human Pose EstimationonMPI-INF-3DHP
PCK· 2024-03-31
98.9
best: 99.37 (LMT R152 384x384)
KTPFormer: Kinematics and Trajectory Prior Knowledge-Enhanced Transformer for 3D Human Pose Estimation arXiv:2404.00658
3D Human Pose EstimationonHuman3.6M
Average MPJPE (mm)· 2024-03-31
40.1
best: 131.7 (Rhodin et al.)
KTPFormer: Kinematics and Trajectory Prior Knowledge-Enhanced Transformer for 3D Human Pose Estimation arXiv:2404.00658
3D Human Pose EstimationonHuman3.6M
Frames Needed· 2024-03-31
243
best: 300 (Sparseness Meets Deepness)
KTPFormer: Kinematics and Trajectory Prior Knowledge-Enhanced Transformer for 3D Human Pose Estimation arXiv:2404.00658
Pose EstimationonMPI-INF-3DHP
MPJPE· 2024-03-31
16.7
best: 124.7 (VNect (Augm.))
KTPFormer: Kinematics and Trajectory Prior Knowledge-Enhanced Transformer for 3D Human Pose Estimation arXiv:2404.00658
Pose EstimationonMPI-INF-3DHP
PCK· 2024-03-31
98.9
best: 99.37 (LMT R152 384x384)
KTPFormer: Kinematics and Trajectory Prior Knowledge-Enhanced Transformer for 3D Human Pose Estimation arXiv:2404.00658
Pose EstimationonHuman3.6M
Average MPJPE (mm)· 2024-03-31
40.1
best: 131.7 (Rhodin et al.)
KTPFormer: Kinematics and Trajectory Prior Knowledge-Enhanced Transformer for 3D Human Pose Estimation arXiv:2404.00658
Pose EstimationonHuman3.6M
Frames Needed· 2024-03-31
243
best: 300 (Sparseness Meets Deepness)
KTPFormer: Kinematics and Trajectory Prior Knowledge-Enhanced Transformer for 3D Human Pose Estimation arXiv:2404.00658

Methodology5 results

3DonMPI-INF-3DHP
AUC· 2024-03-31
85.9
best: 87.7 (TCPFormer (T=81))
SOTA
KTPFormer: Kinematics and Trajectory Prior Knowledge-Enhanced Transformer for 3D Human Pose Estimation arXiv:2404.00658
3DonMPI-INF-3DHP
MPJPE· 2024-03-31
16.7
best: 124.7 (VNect (Augm.))
KTPFormer: Kinematics and Trajectory Prior Knowledge-Enhanced Transformer for 3D Human Pose Estimation arXiv:2404.00658
3DonMPI-INF-3DHP
PCK· 2024-03-31
98.9
best: 99.37 (LMT R152 384x384)
KTPFormer: Kinematics and Trajectory Prior Knowledge-Enhanced Transformer for 3D Human Pose Estimation arXiv:2404.00658
3DonHuman3.6M
Average MPJPE (mm)· 2024-03-31
40.1
best: 131.7 (Rhodin et al.)
KTPFormer: Kinematics and Trajectory Prior Knowledge-Enhanced Transformer for 3D Human Pose Estimation arXiv:2404.00658
3DonHuman3.6M
Frames Needed· 2024-03-31
243
best: 300 (Sparseness Meets Deepness)
KTPFormer: Kinematics and Trajectory Prior Knowledge-Enhanced Transformer for 3D Human Pose Estimation arXiv:2404.00658

Audio5 results

1 Image, 2*2 StitchionMPI-INF-3DHP
AUC· 2024-03-31
85.9
best: 87.7 (TCPFormer (T=81))
SOTA
KTPFormer: Kinematics and Trajectory Prior Knowledge-Enhanced Transformer for 3D Human Pose Estimation arXiv:2404.00658
1 Image, 2*2 StitchionMPI-INF-3DHP
MPJPE· 2024-03-31
16.7
best: 124.7 (VNect (Augm.))
KTPFormer: Kinematics and Trajectory Prior Knowledge-Enhanced Transformer for 3D Human Pose Estimation arXiv:2404.00658
1 Image, 2*2 StitchionMPI-INF-3DHP
PCK· 2024-03-31
98.9
best: 99.37 (LMT R152 384x384)
KTPFormer: Kinematics and Trajectory Prior Knowledge-Enhanced Transformer for 3D Human Pose Estimation arXiv:2404.00658
1 Image, 2*2 StitchionHuman3.6M
Average MPJPE (mm)· 2024-03-31
40.1
best: 131.7 (Rhodin et al.)
KTPFormer: Kinematics and Trajectory Prior Knowledge-Enhanced Transformer for 3D Human Pose Estimation arXiv:2404.00658
1 Image, 2*2 StitchionHuman3.6M
Frames Needed· 2024-03-31
243
best: 300 (Sparseness Meets Deepness)
KTPFormer: Kinematics and Trajectory Prior Knowledge-Enhanced Transformer for 3D Human Pose Estimation arXiv:2404.00658