Generating trajectories

Conditional Prediction: you need to make decisions in either seconds (e.g. autonomous driving), or minutes (e.g. marine application)

We model the trajectory prediction as spatial-temporal mapping and then we can divide it into:

  • scene constraints
  • multi-path prediction
  • interaction modeling

Mainstream Approaches:

  • SFM, GP, KF
  • RNN (e..g. LSTM), GRU
  • CNN, GCN
  • Transformer