Estimating Semantic Ambiguity via Gaussian Context Distributions for VLM-Driven Traversability Analysis

Ramona Häuselmann, Mario A. V. Saucedo, Christoforos Kanellakis +1

Autonomous navigation in unstructured environments requires robust scene understanding, yet Vision-Language Models (VLMs) often suffer from semantic ambiguity, where conflicting pr…