Goal-Guided Diffusion Model with Tree Sampling for Accurate and Efficient Multi-Modal Pedestrian Trajectory Prediction

The proposed GDTS framework integrates goal estimation and a novel two-stage tree sampling diffusion model to generate accurate and diverse multi-modal pedestrian trajectory predictions in real-time.