The Escalator Problem: Identifying Implicit Motion Blindness in AI for Accessibility

Xiantao Zhang

Multimodal Large Language Models (MLLMs) hold immense promise as assistive technologies for the blind and visually impaired (BVI) community. However, we identify a critical failure…