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Human Motion Forecasting on GTA-IM (test)

15.8Path Error (0.5s)Mutual Distance Prediction
13.12431.18749.2567.313Oct 8, 2022Mar 18, 2023Aug 27, 2023Feb 5, 2024Jul 15, 2024Dec 24, 2024Jun 4, 2025

Evaluation results

MethodLinks
Mutual Distance PredictionGround Truth Trajectory=true2023.1015.818.920.52319.620.423.825.828.224.5
HUMOFMethod=Ours2025.0629.455.991.7139.262.92740.350.761.538.7
STAGGround Truth Trajectory=true2023.1032.743.349.468.148.43137.241.548.339.5
Mutual Distance Prediction2023.1034.465.9104155.689.93146.858.970.751.9
MutualDistanceMethod=MutualDistance *2025.0634.465.9104155.6723146.858.970.744.6
ContAwareGround Truth Trajectory=true2023.1034.54649.767.649.536.344.348.753.945.8
SASTMethod=SAST2025.064177.4123.1181.885.228.24153.666.841.5
STAG2023.1043.279.8119.9176.4104.835.448.759.873.554.4
STAGMethod=STAG *2025.0643.279.8119.9176.483.435.448.759.873.547
ContAware2023.1044.582.6125.6182.9108.940.154.165.277.259.2
ContAwareMethod=ContAware *2025.0644.582.6125.6182.987.140.154.165.277.251.8
SLTadapted_official_code=true2022.1045.9117186.7267.1121.870.8181.4150.2196112.6
Contact-aware Human Motion Forecastingcontact_maps=ground-truth2022.1052.477.895.8129.574.149.864.870.478.358.2
GIMO2023.1052.797.8160.6241.7138.247.960.771.182.765.6
GIMOMethod=GIMO *2025.0652.797.8160.6241.7110.347.960.771.182.759.9
Contact-aware Human Motion Forecastingcontact_maps=predicted2022.1058103.2154.9221.7108.450.867.575.586.961.4
Contact-aware Human Motion Forecastingcontact_maps=none2022.1061.1111.7171249118.857.874.882.498.168.2
LTD2022.1067119.3207.6375.6147.467.593.898.9103.580.5
DMGNN2022.1082.7158227.8286.9156.247.569.185.695.364.9