2025
Abstract Rendering: Certified Rendering Under 3D Semantic Uncertainty
NeurIPS 2025spotlight
Rendering produces 2D images from 3D scene representations, yet how continuous variations in camera pose and scenes influence these images—and, consequently, downstream visual models—remains underexplored. We introduce **abstract rendering**, a framework that computes provable bounds on all images r…