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Models/HEMlets Pose

HEMlets Pose

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 EstimationonHumanEva-I
Mean Reconstruction Error (mm)· 2019-10-26
15.2
best: 9.2 (GLA-GCN (T=27, GT))
SOTA
HEMlets Pose: Learning Part-Centric Heatmap Triplets for Accurate 3D Human Pose Estimation arXiv:1910.12032
Pose EstimationonHumanEva-I
Mean Reconstruction Error (mm)· 2019-10-26
15.2
best: 9.2 (GLA-GCN (T=27, GT))
SOTA
HEMlets Pose: Learning Part-Centric Heatmap Triplets for Accurate 3D Human Pose Estimation arXiv:1910.12032
3D Human Pose EstimationonMPI-INF-3DHP
AUC· 2019-10-26
38
best: 87.7 (TCPFormer (T=81))
HEMlets Pose: Learning Part-Centric Heatmap Triplets for Accurate 3D Human Pose Estimation arXiv:1910.12032
3D Human Pose EstimationonMPI-INF-3DHP
PCK· 2019-10-26
75.3
best: 99.37 (LMT R152 384x384)
HEMlets Pose: Learning Part-Centric Heatmap Triplets for Accurate 3D Human Pose Estimation arXiv:1910.12032
3D Human Pose EstimationonHuman3.6M
Average MPJPE (mm)· 2019-10-26
45.1
best: 131.7 (Rhodin et al.)
HEMlets Pose: Learning Part-Centric Heatmap Triplets for Accurate 3D Human Pose Estimation arXiv:1910.12032
3D Human Pose EstimationonHuman3.6M
Frames Needed· uses extra data· 2019-10-26
1
best: 300 (Sparseness Meets Deepness)
HEMlets Pose: Learning Part-Centric Heatmap Triplets for Accurate 3D Human Pose Estimation arXiv:1910.12032
Pose EstimationonMPI-INF-3DHP
AUC· 2019-10-26
38
best: 87.7 (TCPFormer (T=81))
HEMlets Pose: Learning Part-Centric Heatmap Triplets for Accurate 3D Human Pose Estimation arXiv:1910.12032
Pose EstimationonMPI-INF-3DHP
PCK· 2019-10-26
75.3
best: 99.37 (LMT R152 384x384)
HEMlets Pose: Learning Part-Centric Heatmap Triplets for Accurate 3D Human Pose Estimation arXiv:1910.12032
Pose EstimationonHuman3.6M
Average MPJPE (mm)· 2019-10-26
45.1
best: 131.7 (Rhodin et al.)
HEMlets Pose: Learning Part-Centric Heatmap Triplets for Accurate 3D Human Pose Estimation arXiv:1910.12032
Pose EstimationonHuman3.6M
Frames Needed· uses extra data· 2019-10-26
1
best: 300 (Sparseness Meets Deepness)
HEMlets Pose: Learning Part-Centric Heatmap Triplets for Accurate 3D Human Pose Estimation arXiv:1910.12032

Methodology5 results

3DonHumanEva-I
Mean Reconstruction Error (mm)· 2019-10-26
15.2
best: 9.2 (GLA-GCN (T=27, GT))
SOTA
HEMlets Pose: Learning Part-Centric Heatmap Triplets for Accurate 3D Human Pose Estimation arXiv:1910.12032
3DonMPI-INF-3DHP
AUC· 2019-10-26
38
best: 87.7 (TCPFormer (T=81))
HEMlets Pose: Learning Part-Centric Heatmap Triplets for Accurate 3D Human Pose Estimation arXiv:1910.12032
3DonMPI-INF-3DHP
PCK· 2019-10-26
75.3
best: 99.37 (LMT R152 384x384)
HEMlets Pose: Learning Part-Centric Heatmap Triplets for Accurate 3D Human Pose Estimation arXiv:1910.12032
3DonHuman3.6M
Average MPJPE (mm)· 2019-10-26
45.1
best: 131.7 (Rhodin et al.)
HEMlets Pose: Learning Part-Centric Heatmap Triplets for Accurate 3D Human Pose Estimation arXiv:1910.12032
3DonHuman3.6M
Frames Needed· uses extra data· 2019-10-26
1
best: 300 (Sparseness Meets Deepness)
HEMlets Pose: Learning Part-Centric Heatmap Triplets for Accurate 3D Human Pose Estimation arXiv:1910.12032

Audio5 results

1 Image, 2*2 StitchionHumanEva-I
Mean Reconstruction Error (mm)· 2019-10-26
15.2
best: 9.2 (GLA-GCN (T=27, GT))
SOTA
HEMlets Pose: Learning Part-Centric Heatmap Triplets for Accurate 3D Human Pose Estimation arXiv:1910.12032
1 Image, 2*2 StitchionMPI-INF-3DHP
AUC· 2019-10-26
38
best: 87.7 (TCPFormer (T=81))
HEMlets Pose: Learning Part-Centric Heatmap Triplets for Accurate 3D Human Pose Estimation arXiv:1910.12032
1 Image, 2*2 StitchionMPI-INF-3DHP
PCK· 2019-10-26
75.3
best: 99.37 (LMT R152 384x384)
HEMlets Pose: Learning Part-Centric Heatmap Triplets for Accurate 3D Human Pose Estimation arXiv:1910.12032
1 Image, 2*2 StitchionHuman3.6M
Average MPJPE (mm)· 2019-10-26
45.1
best: 131.7 (Rhodin et al.)
HEMlets Pose: Learning Part-Centric Heatmap Triplets for Accurate 3D Human Pose Estimation arXiv:1910.12032
1 Image, 2*2 StitchionHuman3.6M
Frames Needed· uses extra data· 2019-10-26
1
best: 300 (Sparseness Meets Deepness)
HEMlets Pose: Learning Part-Centric Heatmap Triplets for Accurate 3D Human Pose Estimation arXiv:1910.12032