Learning to See through Illumination Extremes with Event Streaming in Multimodal Large Language Models

Baoheng Zhang, Jiahui Liu, Gui Zhao +7

Multimodal Large Language Models (MLLMs) perform strong vision-language reasoning under standard conditions but fail in extreme illumination, where RGB inputs lose irrevocable stru…