Ashkan Alami

Memory-Efficient 3D Scene Understanding via Quantized Multi-View Features

Projecting high-dimensional representations derived with 2D foundation models onto 3D point clouds via multi-view aggregation has emerged as a powerful paradigm for 3D scene understanding. However, the conventional strategy of storing dense feature vectors - derived by 2D foundation models at each point - introduces a...