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Vehicle Trajectory Prediction on NGSIM (test)

0.2733RMSEGNP
0.1022321.2569412.411653.566359Sep 23, 2024

Evaluation results

MethodLinks
GNPHorizon (s)=102024.090.2733—————0.62280.3387
STDANHorizon (s)=102024.090.42———————
PiPHorizon (s)=102024.090.55———————
GNPHorizon (s)=202024.090.55—————1.30.67
CS-LSTMHorizon (s)=102024.090.61———————
S-LSTMHorizon (s)=102024.090.65———————
GNPHorizon (s)=302024.090.86—————2.071.03
STDANHorizon (s)=202024.091.01———————
PiPHorizon (s)=202024.091.18———————
GNPHorizon (s)=402024.091.21—————2.931.43
CS-LSTMHorizon (s)=202024.091.27———————
S-LSTMHorizon (s)=202024.091.31———————
GNPHorizon (s)=502024.091.59—————3.911.86
STDANHorizon (s)=302024.091.69———————
PiPHorizon (s)=302024.091.94———————
CS-LSTMHorizon (s)=302024.092.08———————
S-LSTMHorizon (s)=302024.092.16———————
STDANHorizon (s)=402024.092.56———————
PiPHorizon (s)=402024.092.88———————
CS-LSTMHorizon (s)=402024.093.1———————
S-LSTMHorizon (s)=402024.093.25———————
STDANHorizon (s)=502024.093.67———————
PiPHorizon (s)=502024.094.04———————
CS-LSTMHorizon (s)=502024.094.37———————
S-LSTMHorizon (s)=502024.094.55———————
C2F-TPPrediction Mode=Open-loop2025.12—0.20.470.781.081.451.36—
HMNetPrediction Mode=Open-loop2025.12—0.160.380.620.911.232.95—
MPCFormerPrediction Mode=Open-loop2025.12—0.120.280.480.690.862.2—
PECNetPrediction Mode=Open-loop, Feature=Endpoint-conditioned2025.12—0.280.50.680.820.880.43—
S-GANPrediction Mode=Open-loop2025.12—0.190.340.570.831.212.55—
SSTTPrediction Mode=Open-loop2025.12—0.120.480.891.341.912.18—
STGATPrediction Mode=Open-loop2025.12—0.280.580.951.391.884.35—
STMPrediction Mode=Open-loop2025.12—0.230.541.011.632.082.88—