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Models/Multimodal Mixture Density Networks

Multimodal Mixture Density Networks

Reported on 8 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 Vision4 results

3D Human Pose EstimationonHuman3.6M
Average MPJPE (mm)· 2019-04-11
52.7
best: 131.7 (Rhodin et al.)
Generating Multiple Hypotheses for 3D Human Pose Estimation with Mixture Density Network arXiv:1904.05547
3D Human Pose EstimationonHuman3.6M
Frames Needed· 2019-04-11
1
best: 300 (Sparseness Meets Deepness)
Generating Multiple Hypotheses for 3D Human Pose Estimation with Mixture Density Network arXiv:1904.05547
Pose EstimationonHuman3.6M
Average MPJPE (mm)· 2019-04-11
52.7
best: 131.7 (Rhodin et al.)
Generating Multiple Hypotheses for 3D Human Pose Estimation with Mixture Density Network arXiv:1904.05547
Pose EstimationonHuman3.6M
Frames Needed· 2019-04-11
1
best: 300 (Sparseness Meets Deepness)
Generating Multiple Hypotheses for 3D Human Pose Estimation with Mixture Density Network arXiv:1904.05547

Methodology2 results

3DonHuman3.6M
Average MPJPE (mm)· 2019-04-11
52.7
best: 131.7 (Rhodin et al.)
Generating Multiple Hypotheses for 3D Human Pose Estimation with Mixture Density Network arXiv:1904.05547
3DonHuman3.6M
Frames Needed· 2019-04-11
1
best: 300 (Sparseness Meets Deepness)
Generating Multiple Hypotheses for 3D Human Pose Estimation with Mixture Density Network arXiv:1904.05547

Audio2 results

1 Image, 2*2 StitchionHuman3.6M
Average MPJPE (mm)· 2019-04-11
52.7
best: 131.7 (Rhodin et al.)
Generating Multiple Hypotheses for 3D Human Pose Estimation with Mixture Density Network arXiv:1904.05547
1 Image, 2*2 StitchionHuman3.6M
Frames Needed· 2019-04-11
1
best: 300 (Sparseness Meets Deepness)
Generating Multiple Hypotheses for 3D Human Pose Estimation with Mixture Density Network arXiv:1904.05547