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Transferring population group knowledge from multimodal large language model to small model: using urban safety perception evaluation as case study

2025-05-08

Abstract excerpt

<title>Abstract</title> <p>Human-centric urban planning curates environments that address behaviors, perceptions, and feelings. Conventional methods of understanding people's perceptions and feelings depend on questionnaires and surveys that are time-consuming and labor-intensive. Recent studies developed deep-learning-based computer vision tools to decipher the safety perception. Yet, this method only provides a...

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Literature Corpus work
d058affb-2950-58d6-9847-f5b5d74d35e4
DOI
10.21203/rs.3.rs-6351052/v1
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