Research

This page lists some representative research works that my students and I do. We are developing machine learning methods for computer vision and machine autonomy. Particularly I am interested in exploring research topics to facilitate human-AI interactions. Some examples are the human-in-the-loop image editing and the human-in-the-loop machine learning. I am also interested in understanding human-centric properties of AI models beyond their performance, such as explainability, interpretability, steerability.

Please also check out the dedicated research portfolio pages: GenForce on generative modeling, MetaDriverse on machine autonomy with application to autonomous driving, intelligent transportation, and human-AI shared control.