Tiny Scales, Great Challenges: The Limits of Multimodal LLM s in Scale Recognition
Jihang Jin · Ronghao Chen · Hao Zhang · Ziyan Liu · Huacan Wang · Qi Ye · Jingping Liu
摘要
Visual scale recognition is a fundamental aspect for humans to perceive physical quantities in the real world, and it is crucial for enabling human-like intelligence in multimodal large language models (MLLMs). However, existing benchmarks typically focus on a single type of quantity (e.g., time)...