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

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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