N. Aliyev

Evaluating Vision-language Models for Zero-shot Room Area Estimation in Floor Plan Images

It is suggested that while the evaluated open-source VLMs can approximate spatial proportions in simplified color-coded layouts, their quantitative accuracy remains significantly below that of deterministic image analysis methods.