Ming and Qing Dynasty Official-Style Architecture Roof Types Classification Based on the 3D Point Cloud
Geography (General)
hierarchical semantic network
roof classification
construction rules
0202 electrical engineering, electronic engineering, information engineering
G1-922
02 engineering and technology
features selection
3D point cloud
DOI:
10.3390/ijgi10100650
Publication Date:
2021-09-27T14:39:20Z
AUTHORS (5)
ABSTRACT
The Ming and Qing Dynasty type of official-style architecture roof can provide plenty of prior knowledge relating to the structure and size of these works of architecture, and plays an important role in the fields of 3D modeling, semantic recognition and culture inheriting. In this paper, we take the 3D point cloud as the data source, and an automatic classification method for the roof type of Ming and Qing Dynasty official-style architecture based on the hierarchical semantic network is illustrated. To classify the roofs into the correct categories, the characteristics of different roof types are analyzed and features including SoRs, DfFtR, DoPP and NoREs are first selected; subsequently, the corresponding feature extraction methods are proposed; thirdly, aiming at the structure of the ridges, a matching graph relying on the attributed relational graph of the ridges is given; based on the former work, a hierarchical semantic network is proposed and the thresholds are determined with the help of the construction rules of the Ming and Qing Dynasty official-style architecture. In order to fully verify the efficiency of our proposed method, various types of Ming and Qing Dynasty official-style architecture roof are identified, and the experimental results show that all structures are classified correctly.
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