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Models/EqMotion

EqMotion

Reported on 19 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 Vision6 results

  • Pose EstimationonHARPER
    Average MPJPE (mm) @ 1000ms· 2023-03-20
    104
    best: 171 (STS-GCN)
    EqMotion: Equivariant Multi-agent Motion Prediction with Invariant Interaction ReasoningarXiv:2303.10876
  • Pose EstimationonHARPER
    Average MPJPE (mm) @ 400ms· 2023-03-20
    41
    best: 120 (STS-GCN)
    EqMotion: Equivariant Multi-agent Motion Prediction with Invariant Interaction ReasoningarXiv:2303.10876
  • Pose EstimationonHARPER
    Last Frame MPJPE (mm) @ 1000ms· 2023-03-20
    197
    best: 264 (SiMLPe)
    EqMotion: Equivariant Multi-agent Motion Prediction with Invariant Interaction ReasoningarXiv:2303.10876
  • Pose EstimationonHARPER
    Last Frame MPJPE (mm) @ 400ms· 2023-03-20
    69
    best: 147 (STS-GCN)
    EqMotion: Equivariant Multi-agent Motion Prediction with Invariant Interaction ReasoningarXiv:2303.10876
  • Pose EstimationonHuman3.6M
    Average MPJPE (mm) @ 1000 ms· 2023-03-20
    106.9
    best: 149.2 (Forecast LSTM)
    EqMotion: Equivariant Multi-agent Motion Prediction with Invariant Interaction ReasoningarXiv:2303.10876
  • Pose EstimationonHuman3.6M
    Average MPJPE (mm) @ 400ms· 2023-03-20
    55
    best: 80.8 (Forecast LSTM)
    EqMotion: Equivariant Multi-agent Motion Prediction with Invariant Interaction ReasoningarXiv:2303.10876

Methodology6 results

  • 3DonHARPER
    Average MPJPE (mm) @ 1000ms· 2023-03-20
    104
    best: 171 (STS-GCN)
    EqMotion: Equivariant Multi-agent Motion Prediction with Invariant Interaction ReasoningarXiv:2303.10876
  • 3DonHARPER
    Average MPJPE (mm) @ 400ms· 2023-03-20
    41
    best: 120 (STS-GCN)
    EqMotion: Equivariant Multi-agent Motion Prediction with Invariant Interaction ReasoningarXiv:2303.10876
  • 3DonHARPER
    Last Frame MPJPE (mm) @ 1000ms· 2023-03-20
    197
    best: 264 (SiMLPe)
    EqMotion: Equivariant Multi-agent Motion Prediction with Invariant Interaction ReasoningarXiv:2303.10876
  • 3DonHARPER
    Last Frame MPJPE (mm) @ 400ms· 2023-03-20
    69
    best: 147 (STS-GCN)
    EqMotion: Equivariant Multi-agent Motion Prediction with Invariant Interaction ReasoningarXiv:2303.10876
  • 3DonHuman3.6M
    Average MPJPE (mm) @ 1000 ms· 2023-03-20
    106.9
    best: 149.2 (Forecast LSTM)
    EqMotion: Equivariant Multi-agent Motion Prediction with Invariant Interaction ReasoningarXiv:2303.10876
  • 3DonHuman3.6M
    Average MPJPE (mm) @ 400ms· 2023-03-20
    55
    best: 80.8 (Forecast LSTM)
    EqMotion: Equivariant Multi-agent Motion Prediction with Invariant Interaction ReasoningarXiv:2303.10876

Audio6 results

  • 1 Image, 2*2 StitchionHARPER
    Average MPJPE (mm) @ 1000ms· 2023-03-20
    104
    best: 171 (STS-GCN)
    EqMotion: Equivariant Multi-agent Motion Prediction with Invariant Interaction ReasoningarXiv:2303.10876
  • 1 Image, 2*2 StitchionHARPER
    Average MPJPE (mm) @ 400ms· 2023-03-20
    41
    best: 120 (STS-GCN)
    EqMotion: Equivariant Multi-agent Motion Prediction with Invariant Interaction ReasoningarXiv:2303.10876
  • 1 Image, 2*2 StitchionHARPER
    Last Frame MPJPE (mm) @ 1000ms· 2023-03-20
    197
    best: 264 (SiMLPe)
    EqMotion: Equivariant Multi-agent Motion Prediction with Invariant Interaction ReasoningarXiv:2303.10876
  • 1 Image, 2*2 StitchionHARPER
    Last Frame MPJPE (mm) @ 400ms· 2023-03-20
    69
    best: 147 (STS-GCN)
    EqMotion: Equivariant Multi-agent Motion Prediction with Invariant Interaction ReasoningarXiv:2303.10876
  • 1 Image, 2*2 StitchionHuman3.6M
    Average MPJPE (mm) @ 1000 ms· 2023-03-20
    106.9
    best: 149.2 (Forecast LSTM)
    EqMotion: Equivariant Multi-agent Motion Prediction with Invariant Interaction ReasoningarXiv:2303.10876
  • 1 Image, 2*2 StitchionHuman3.6M
    Average MPJPE (mm) @ 400ms· 2023-03-20
    55
    best: 80.8 (Forecast LSTM)
    EqMotion: Equivariant Multi-agent Motion Prediction with Invariant Interaction ReasoningarXiv:2303.10876

Time Series1 result

  • Trajectory PredictiononETH/UCY
    ADE-8/12· 2023-03-20
    0.21
    best: 0.54 (Sophie)
    EqMotion: Equivariant Multi-agent Motion Prediction with Invariant Interaction ReasoningarXiv:2303.10876