Hi, I'm a research assistant at Brown University, working with Prof. James Tompkin.
I work on computer vision, with a current focus on computational imaging and physics-informed reconstruction.
I did my master's in computer science at Brown and my undergrad in mathematics and computer science at UIUC.
We show that radiance field reconstruction from single-frequency continuous-wave raw time-of-flight images is fundamentally ill-posed.
However, we find optimization biases in the 3D Gaussian parameterized radiance fields that help recover the most plausible geometry,
which our model applies to dynamic scenes like fast-swinging baseball bats
with quality comparable to or better than prior neural-field-based methods while retaining the efficiency of Gaussians.
We benchmark dynamic Gaussian splatting methods for monocular view synthesis,
combining existing datasets and a new synthetic dataset to provide standardized comparisons
and identify key factors affecting efficiency and quality.