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Benchmarking Vision-Language Models (VLM) for Visual Impairment Assistance in Pakistan using real-world local environments. This project evaluates VLMs like LLaVA-13B and introduces a human-centered, VI-oriented description format focused on navigation, spatial awareness, safety, and accessibility.