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Open access Aug 2026

Small-Sample Recognition and Classification of Ancient Architectural Forms in Chinese Local Gazetteer Maps Using Deep Learning Method

Chinese local gazetteer maps contain visual evidence of historical cities and architecture, but their hand-drawn, low-texture, and small-sample characteristics make automatic recognition difficult. This study develops a transfer-learning workflow to classify gazetteer-derived architectural images and examines its usefu...

Lan Li, Feng Kang, Xue Li et al. · 0 citations

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