基于时空融合的多头注意力车辆轨迹预测
宋秀兰,董兆航,单杭冠,陆炜杰

Vehicle trajectory prediction based on temporal-spatial multi-head attention mechanism
Xiu-lan SONG,Zhao-hang DONG,Hang-guan SHAN,Wei-jie LU
表 5 环岛道路场景不同模型的预测性能对比
Tab.5 Comparison of prediction performance with different models in roundabout scenario
模型 RMSE
te=1 s te=2 s te=3 s
V-LSTM 0.89 2.15 6.42
CS-LSTM 0.83 1.86 3.59
S-GAN 0.78 1.84 3.83
MATF 0.85 2.03 3.85
STA 0.77 1.73 3.24
SIT 0.79 1.76 3.06
PIP 0.83 1.63 2.85
TSMHA 0.75 1.34 2.46