Typological Transcoding Through LoRA and Diffusion Models: A Methodological Framework for Stylistic Emulation of Eclectic Facades in Krakow

Typological Transcoding Through LoRA and Diffusion Models: A Methodological Framework for Stylistic Emulation of Eclectic Facades in Krakow

The stylistic emulation of historical building facades presents significant challenges for artificial intelligence (AI), particularly for complex and data-scarce styles like Krakow’s Eclecticism. This study aims to develop a methodological framework for a “typological transcoding” of style that move...

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Bibliographic Details
Main Authors: Zequn Chen, Nan Zhang, Chaoran Xu, Zhiyu Xu, Songjiang Han, Lishan Jiang
Format: Article
Language:English
Published: MDPI AG 2025-06-01
Series:Buildings
Subjects:
diffusion model
low-rank adaptation model
stylistic emulation
contrastive language–image pretraining
urban renewal
architectural typology
Online Access:https://www.mdpi.com/2075-5309/15/13/2292
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https://www.mdpi.com/2075-5309/15/13/2292

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