Predictive Models for Environmental Perception in Multi-Type Parks and Their Generalization Ability: Integrating Pre-Training and Reinforcement Learning

Evaluating the environmental perception of urban parks is highly significant for optimizing urban planning. To address the limitations of traditional evaluation methods, a multimodal deep learning framework that integrates pre-training and reinforcement learning strategies for the comprehensive asse...

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Bibliographic Details
Main Authors:	Kangen Chen, Tao Xia, Zhoutong Cao, Yiwen Li, Xiuhong Lin, Rushan Bai
Format:	Article
Language:	English
Published:	MDPI AG 2025-07-01
Series:	Buildings
Subjects:	park environment perception cross-type generalization pre-training zero-shot learning reinforcement learning
Online Access:	https://www.mdpi.com/2075-5309/15/13/2364
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Predictive Models for Environmental Perception in Multi-Type Parks and Their Generalization Ability: Integrating Pre-Training and Reinforcement Learning

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