Understanding how the annotation quality affects the recognition on both object recognition and semantic segmentation tasks. Built two stage networks for incrementally improving the quality of the semantic segmentation network.

Multiscale simulation method development and application in nano-science. Machine-learning based force field potential development.

Working with ab initio calculations of materials and chemicals in collaboration with the in-house development, and device physics by multi-scale (atomistic-continuum) modeling and simulations. Delivered technical reports and co-authored 1 manuscript.