2026
Res-Bench: Benchmarking the Robustness of Multimodal Large Language Models to Dynamic Resolution Input
AAAI 2026technical
Multimodal Large Language Models (MLLMs) increasingly support dynamic image resolutions. However, current evaluation paradigms primarily assess semantic performance, overlooking the critical question of resolution robustness - whether performance remains stable across varying input resolutions. To a