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Zhitian Zhang

2 accepted papers

2024

Predicting Long-Term Human Behaviors in Discrete Representations via Physics-Guided Diffusion

IROS 2024poster

Long-term human trajectory prediction is a challenging yet critical task in robotics and autonomous systems. Prior work that studied how to predict accurate short-term human trajectories with only unimodal features often failed in long-term prediction. Reinforcement learning provides a good solution…

Cited by 3SourceScholar
2021

A Multimodal and Hybrid Framework for Human Navigational Intent Inference

IROS 2021poster

Understanding human navigational intent is essential for robots to be able to interact with and navigate around humans safely and naturally. Current methods typically perform inference through only one mode of perception such as human motion trajectory, and a single theoretical framework such as a l…

Cited by 8SourceScholar