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Trajectory Prediction on nuScenes 1.0 (test)

10.05Latency (ms)AutoBot
7.85222.688537.52552.3615Feb 15, 2026

Evaluation results

MethodLinks
AutoBotHardware (GPU)=RTX A5000, Batch size=1, Prediction mode=one-mode2026.0210.05
G2LTrajHardware (GPU)=RTX A5000, Batch size=1, Prediction mode=one-mode2026.0210.16
SMARTHardware (GPU)=RTX A5000, Batch size=1, Prediction mode=one-mode2026.0211.75
RMPHardware (GPU)=RTX A5000, Batch size=1, Prediction mode=one-mode2026.0212.46
WayformerHardware (GPU)=RTX A5000, Batch size=1, Prediction mode=one-mode2026.0213.93
F-MAEHardware (GPU)=RTX A5000, Batch size=1, Prediction mode=one-mode2026.0221.82
Physics-guided Causal Model (Ours)Hardware (GPU)=RTX A5000, Batch size=1, Prediction mode=one-mode2026.0237.23
APEHardware (GPU)=RTX A5000, Batch size=1, Prediction mode=one-mode2026.0242.38
MTRHardware (GPU)=RTX A5000, Batch size=1, Prediction mode=one-mode2026.0265