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Models/GCNext

GCNext

Reported on 12 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 Vision4 results

  • Pose EstimationonAMASS
    Average MPJPE (mm) 1000 msec· 2023-12-19
    65.3
    best: 45.5 (STS-GCN)
    GCNext: Towards the Unity of Graph Convolutions for Human Motion PredictionarXiv:2312.11850
  • Pose EstimationonHuman3.6M
    Average MPJPE (mm) @ 1000 ms· 2023-12-19
    64.7
    best: 149.2 (Forecast LSTM)
    GCNext: Towards the Unity of Graph Convolutions for Human Motion PredictionarXiv:2312.11850
  • Pose EstimationonHuman3.6M
    Average MPJPE (mm) @ 400ms· 2023-12-19
    30.5
    best: 80.8 (Forecast LSTM)
    GCNext: Towards the Unity of Graph Convolutions for Human Motion PredictionarXiv:2312.11850
  • Pose Estimationon3DPW
    Average MPJPE (mm) 1000 msec· 2023-12-19
    72
    best: 42.3 (STS-GCN)
    GCNext: Towards the Unity of Graph Convolutions for Human Motion PredictionarXiv:2312.11850

Methodology4 results

  • 3DonAMASS
    Average MPJPE (mm) 1000 msec· 2023-12-19
    65.3
    best: 45.5 (STS-GCN)
    GCNext: Towards the Unity of Graph Convolutions for Human Motion PredictionarXiv:2312.11850
  • 3DonHuman3.6M
    Average MPJPE (mm) @ 1000 ms· 2023-12-19
    64.7
    best: 149.2 (Forecast LSTM)
    GCNext: Towards the Unity of Graph Convolutions for Human Motion PredictionarXiv:2312.11850
  • 3DonHuman3.6M
    Average MPJPE (mm) @ 400ms· 2023-12-19
    30.5
    best: 80.8 (Forecast LSTM)
    GCNext: Towards the Unity of Graph Convolutions for Human Motion PredictionarXiv:2312.11850
  • 3Don3DPW
    Average MPJPE (mm) 1000 msec· 2023-12-19
    72
    best: 42.3 (STS-GCN)
    GCNext: Towards the Unity of Graph Convolutions for Human Motion PredictionarXiv:2312.11850

Audio4 results

  • 1 Image, 2*2 StitchionAMASS
    Average MPJPE (mm) 1000 msec· 2023-12-19
    65.3
    best: 45.5 (STS-GCN)
    GCNext: Towards the Unity of Graph Convolutions for Human Motion PredictionarXiv:2312.11850
  • 1 Image, 2*2 StitchionHuman3.6M
    Average MPJPE (mm) @ 1000 ms· 2023-12-19
    64.7
    best: 149.2 (Forecast LSTM)
    GCNext: Towards the Unity of Graph Convolutions for Human Motion PredictionarXiv:2312.11850
  • 1 Image, 2*2 StitchionHuman3.6M
    Average MPJPE (mm) @ 400ms· 2023-12-19
    30.5
    best: 80.8 (Forecast LSTM)
    GCNext: Towards the Unity of Graph Convolutions for Human Motion PredictionarXiv:2312.11850
  • 1 Image, 2*2 Stitchion3DPW
    Average MPJPE (mm) 1000 msec· 2023-12-19
    72
    best: 42.3 (STS-GCN)
    GCNext: Towards the Unity of Graph Convolutions for Human Motion PredictionarXiv:2312.11850