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Open access
Sep 2026
Preliminary Application Research on Deep Learning Based on a Topic Focusing on the Identification of Modern Cultural and Educational Architectural Styles in Hunan, China
The proposed framework provides an exploratory auxiliary approach for architectural heritage surveys, digital documentation, and style-boundary analysis, rather than a fully generalized architectural style recognition system, while offering methodological reference for future component-level quantitative research on Si...
Jia-Cheng Liu, Jun Yan, Bo Pang et al.
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