2021

Large Scale Interactive Motion Forecasting for Autonomous Driving : The Waymo Open Motion Dataset

Ettinger, Scott, Cheng, Shuyang, Caine, Benjamin et al.

Understand

As autonomous driving systems mature, motion forecasting has received increasing attention as a critical requirement for planning.

  • Of particular importance are interactive situations such as merges, unprotected turns, etc., where predicting individual object motion is not sufficient.
  • Joint predictions of multiple objects are required for effective route planning.
  • There has been a critical need for high-quality motion data that is rich in both interactions and annotation to develop motion planning models.

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