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Models/LTD-GCN

LTD-GCN

Reported on 12 benchmarks across 3 tasks · 1 paper · 6 SOTA

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

Computer Vision4 results

Pose EstimationonHuman3.6M
Average MPJPE (mm) @ 1000 ms· 2019-08-15
113
best: 149.2 (Forecast LSTM)
SOTA
Learning Trajectory Dependencies for Human Motion Prediction arXiv:1908.05436
Pose EstimationonHuman3.6M
Average MPJPE (mm) @ 400ms· 2019-08-15
63.5
best: 80.8 (Forecast LSTM)
SOTA
Learning Trajectory Dependencies for Human Motion Prediction arXiv:1908.05436
Pose EstimationonHuman3.6M
MAR, walking, 1,000ms· 2019-08-15
0.67
best: 2.38 (ERD)
Learning Trajectory Dependencies for Human Motion Prediction arXiv:1908.05436
Pose EstimationonHuman3.6M
MAR, walking, 400ms· 2019-08-15
0.56
best: 1.78 (ERD)
Learning Trajectory Dependencies for Human Motion Prediction arXiv:1908.05436

Methodology4 results

3DonHuman3.6M
Average MPJPE (mm) @ 1000 ms· 2019-08-15
113
best: 149.2 (Forecast LSTM)
SOTA
Learning Trajectory Dependencies for Human Motion Prediction arXiv:1908.05436
3DonHuman3.6M
Average MPJPE (mm) @ 400ms· 2019-08-15
63.5
best: 80.8 (Forecast LSTM)
SOTA
Learning Trajectory Dependencies for Human Motion Prediction arXiv:1908.05436
3DonHuman3.6M
MAR, walking, 1,000ms· 2019-08-15
0.67
best: 2.38 (ERD)
Learning Trajectory Dependencies for Human Motion Prediction arXiv:1908.05436
3DonHuman3.6M
MAR, walking, 400ms· 2019-08-15
0.56
best: 1.78 (ERD)
Learning Trajectory Dependencies for Human Motion Prediction arXiv:1908.05436

Audio4 results

1 Image, 2*2 StitchionHuman3.6M
Average MPJPE (mm) @ 1000 ms· 2019-08-15
113
best: 149.2 (Forecast LSTM)
SOTA
Learning Trajectory Dependencies for Human Motion Prediction arXiv:1908.05436
1 Image, 2*2 StitchionHuman3.6M
Average MPJPE (mm) @ 400ms· 2019-08-15
63.5
best: 80.8 (Forecast LSTM)
SOTA
Learning Trajectory Dependencies for Human Motion Prediction arXiv:1908.05436
1 Image, 2*2 StitchionHuman3.6M
MAR, walking, 1,000ms· 2019-08-15
0.67
best: 2.38 (ERD)
Learning Trajectory Dependencies for Human Motion Prediction arXiv:1908.05436
1 Image, 2*2 StitchionHuman3.6M
MAR, walking, 400ms· 2019-08-15
0.56
best: 1.78 (ERD)
Learning Trajectory Dependencies for Human Motion Prediction arXiv:1908.05436