Q-Zoom: Query-Aware Adaptive Perception for Efficient Multimodal Large Language Models

Yuheng Shi, Xiaohuan Pei, Linfeng Wen +2

MLLMs require high-resolution visual inputs for fine-grained tasks like document understanding and dense scene perception. However, current global resolution scaling paradigms indi…