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Models/AuxFormer

AuxFormer

Reported on 9 benchmarks across 3 tasks · 1 paper

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

Computer Vision3 results

Pose EstimationonHuman3.6M
Average MPJPE (mm) @ 1000 ms· 2023-08-17
107
best: 149.2 (Forecast LSTM)
Auxiliary Tasks Benefit 3D Skeleton-based Human Motion Prediction arXiv:2308.08942
Pose EstimationonHuman3.6M
Average MPJPE (mm) @ 400ms· 2023-08-17
54.1
best: 80.8 (Forecast LSTM)
Auxiliary Tasks Benefit 3D Skeleton-based Human Motion Prediction arXiv:2308.08942
Pose Estimationon3DPW
Average MPJPE (mm) 1000 msec· 2023-08-17
107.45
best: 42.3 (STS-GCN)
Auxiliary Tasks Benefit 3D Skeleton-based Human Motion Prediction arXiv:2308.08942

Methodology3 results

3DonHuman3.6M
Average MPJPE (mm) @ 1000 ms· 2023-08-17
107
best: 149.2 (Forecast LSTM)
Auxiliary Tasks Benefit 3D Skeleton-based Human Motion Prediction arXiv:2308.08942
3DonHuman3.6M
Average MPJPE (mm) @ 400ms· 2023-08-17
54.1
best: 80.8 (Forecast LSTM)
Auxiliary Tasks Benefit 3D Skeleton-based Human Motion Prediction arXiv:2308.08942
3Don3DPW
Average MPJPE (mm) 1000 msec· 2023-08-17
107.45
best: 42.3 (STS-GCN)
Auxiliary Tasks Benefit 3D Skeleton-based Human Motion Prediction arXiv:2308.08942

Audio3 results

1 Image, 2*2 StitchionHuman3.6M
Average MPJPE (mm) @ 1000 ms· 2023-08-17
107
best: 149.2 (Forecast LSTM)
Auxiliary Tasks Benefit 3D Skeleton-based Human Motion Prediction arXiv:2308.08942
1 Image, 2*2 StitchionHuman3.6M
Average MPJPE (mm) @ 400ms· 2023-08-17
54.1
best: 80.8 (Forecast LSTM)
Auxiliary Tasks Benefit 3D Skeleton-based Human Motion Prediction arXiv:2308.08942
1 Image, 2*2 Stitchion3DPW
Average MPJPE (mm) 1000 msec· 2023-08-17
107.45
best: 42.3 (STS-GCN)
Auxiliary Tasks Benefit 3D Skeleton-based Human Motion Prediction arXiv:2308.08942