All work

Brown Visual Computing Lab

Monocular dynamic scene decomposition (an extension of SAFF) with self-supervised vision transformer features.

Role
Research Assistant to Prof. James Tompkin
Period
Sept. 2023 – Apr. 2024
Location
Providence, RI
  1. Investigated self-supervised vision transformer backbones (DINO v1/v2) for feature extraction, conducting ablation studies across model variants to optimize decomposition quality.
  2. Redesigned the post-processing pipeline with refined CRF inference and morphological filtering, improving segmentation boundary precision.
Neural RenderingScene DecompositionDINO