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Models/STS-GCN

STS-GCN

Reported on 30 benchmarks across 3 tasks · 1 paper · 24 SOTA

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

Computer Vision10 results

Pose EstimationonHARPER
Average MPJPE (mm) @ 1000ms· 2021-10-09
171
SOTA
Space-Time-Separable Graph Convolutional Network for Pose Forecasting arXiv:2110.04573
Pose EstimationonHARPER
Average MPJPE (mm) @ 400ms· 2021-10-09
120
SOTA
Space-Time-Separable Graph Convolutional Network for Pose Forecasting arXiv:2110.04573
Pose EstimationonHARPER
Last Frame MPJPE (mm) @ 1000ms· 2021-10-09
260
best: 264 (SiMLPe)
SOTA
Space-Time-Separable Graph Convolutional Network for Pose Forecasting arXiv:2110.04573
Pose EstimationonHARPER
Last Frame MPJPE (mm) @ 400ms· 2021-10-09
147
SOTA
Space-Time-Separable Graph Convolutional Network for Pose Forecasting arXiv:2110.04573
Pose EstimationonAMASS
Average MPJPE (mm) 1000 msec· 2021-10-09
45.5
SOTA
Space-Time-Separable Graph Convolutional Network for Pose Forecasting arXiv:2110.04573
Pose EstimationonHuman3.6M
Average MPJPE (mm) @ 1000 ms· 2021-10-09
117
best: 149.2 (Forecast LSTM)
SOTA
Space-Time-Separable Graph Convolutional Network for Pose Forecasting arXiv:2110.04573
Pose EstimationonHuman3.6M
Average MPJPE (mm) @ 400ms· 2021-10-09
65.8
best: 80.8 (Forecast LSTM)
SOTA
Space-Time-Separable Graph Convolutional Network for Pose Forecasting arXiv:2110.04573
Pose Estimationon3DPW
Average MPJPE (mm) 1000 msec· 2021-10-09
42.3
SOTA
Space-Time-Separable Graph Convolutional Network for Pose Forecasting arXiv:2110.04573
Pose EstimationonHuman3.6M
MAR, walking, 1,000ms· 2021-10-09
0.87
best: 2.38 (ERD)
Space-Time-Separable Graph Convolutional Network for Pose Forecasting arXiv:2110.04573
Pose EstimationonHuman3.6M
MAR, walking, 400ms· 2021-10-09
0.55
best: 1.78 (ERD)
Space-Time-Separable Graph Convolutional Network for Pose Forecasting arXiv:2110.04573

Methodology10 results

3DonHARPER
Average MPJPE (mm) @ 1000ms· 2021-10-09
171
SOTA
Space-Time-Separable Graph Convolutional Network for Pose Forecasting arXiv:2110.04573
3DonHARPER
Average MPJPE (mm) @ 400ms· 2021-10-09
120
SOTA
Space-Time-Separable Graph Convolutional Network for Pose Forecasting arXiv:2110.04573
3DonHARPER
Last Frame MPJPE (mm) @ 1000ms· 2021-10-09
260
best: 264 (SiMLPe)
SOTA
Space-Time-Separable Graph Convolutional Network for Pose Forecasting arXiv:2110.04573
3DonHARPER
Last Frame MPJPE (mm) @ 400ms· 2021-10-09
147
SOTA
Space-Time-Separable Graph Convolutional Network for Pose Forecasting arXiv:2110.04573
3DonAMASS
Average MPJPE (mm) 1000 msec· 2021-10-09
45.5
SOTA
Space-Time-Separable Graph Convolutional Network for Pose Forecasting arXiv:2110.04573
3DonHuman3.6M
Average MPJPE (mm) @ 1000 ms· 2021-10-09
117
best: 149.2 (Forecast LSTM)
SOTA
Space-Time-Separable Graph Convolutional Network for Pose Forecasting arXiv:2110.04573
3DonHuman3.6M
Average MPJPE (mm) @ 400ms· 2021-10-09
65.8
best: 80.8 (Forecast LSTM)
SOTA
Space-Time-Separable Graph Convolutional Network for Pose Forecasting arXiv:2110.04573
3Don3DPW
Average MPJPE (mm) 1000 msec· 2021-10-09
42.3
SOTA
Space-Time-Separable Graph Convolutional Network for Pose Forecasting arXiv:2110.04573
3DonHuman3.6M
MAR, walking, 1,000ms· 2021-10-09
0.87
best: 2.38 (ERD)
Space-Time-Separable Graph Convolutional Network for Pose Forecasting arXiv:2110.04573
3DonHuman3.6M
MAR, walking, 400ms· 2021-10-09
0.55
best: 1.78 (ERD)
Space-Time-Separable Graph Convolutional Network for Pose Forecasting arXiv:2110.04573

Audio10 results

1 Image, 2*2 StitchionHARPER
Average MPJPE (mm) @ 1000ms· 2021-10-09
171
SOTA
Space-Time-Separable Graph Convolutional Network for Pose Forecasting arXiv:2110.04573
1 Image, 2*2 StitchionHARPER
Average MPJPE (mm) @ 400ms· 2021-10-09
120
SOTA
Space-Time-Separable Graph Convolutional Network for Pose Forecasting arXiv:2110.04573
1 Image, 2*2 StitchionHARPER
Last Frame MPJPE (mm) @ 1000ms· 2021-10-09
260
best: 264 (SiMLPe)
SOTA
Space-Time-Separable Graph Convolutional Network for Pose Forecasting arXiv:2110.04573
1 Image, 2*2 StitchionHARPER
Last Frame MPJPE (mm) @ 400ms· 2021-10-09
147
SOTA
Space-Time-Separable Graph Convolutional Network for Pose Forecasting arXiv:2110.04573
1 Image, 2*2 StitchionAMASS
Average MPJPE (mm) 1000 msec· 2021-10-09
45.5
SOTA
Space-Time-Separable Graph Convolutional Network for Pose Forecasting arXiv:2110.04573
1 Image, 2*2 StitchionHuman3.6M
Average MPJPE (mm) @ 1000 ms· 2021-10-09
117
best: 149.2 (Forecast LSTM)
SOTA
Space-Time-Separable Graph Convolutional Network for Pose Forecasting arXiv:2110.04573
1 Image, 2*2 StitchionHuman3.6M
Average MPJPE (mm) @ 400ms· 2021-10-09
65.8
best: 80.8 (Forecast LSTM)
SOTA
Space-Time-Separable Graph Convolutional Network for Pose Forecasting arXiv:2110.04573
1 Image, 2*2 Stitchion3DPW
Average MPJPE (mm) 1000 msec· 2021-10-09
42.3
SOTA
Space-Time-Separable Graph Convolutional Network for Pose Forecasting arXiv:2110.04573
1 Image, 2*2 StitchionHuman3.6M
MAR, walking, 1,000ms· 2021-10-09
0.87
best: 2.38 (ERD)
Space-Time-Separable Graph Convolutional Network for Pose Forecasting arXiv:2110.04573
1 Image, 2*2 StitchionHuman3.6M
MAR, walking, 400ms· 2021-10-09
0.55
best: 1.78 (ERD)
Space-Time-Separable Graph Convolutional Network for Pose Forecasting arXiv:2110.04573