Automatic room information retrieval and classification from floor plan using linear regression model

被引:10
|
作者
Mewada, Hiren K. [1 ]
Patel, Amit V. [2 ]
Chaudhari, Jitendra [2 ]
Mahant, Keyur [2 ]
Vala, Alpesh [2 ]
机构
[1] Prince Mohammad Bin Fahd Univ, Elect Engn Dept, Al Khobar, Saudi Arabia
[2] Charotar Univ Sci & Technol, CHARUSAT Space Res & Technol Ctr, Changa, Gujarat, India
关键词
Floor plan; Image retrieval; Regression model; a-shape; Document image analysis; Pattern recognition; SYMBOL RECOGNITION; SEGMENTATION;
D O I
10.1007/s10032-020-00357-x
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The automatic creation of a repository of the building's floor plan helps a lot to the architects to reuse them. The basic approach is to extract and recognize texts, symbols or graphics to retrieve the information of the floor plan from the images. This paper proposes a floor plan information retrieval algorithm. The proposed algorithm is based on shape extraction and room identification alpha-shape is used for finding an accurate shape. From the detected shapes, actual areas of rooms are calculated. Later, a regression model-based binary room classification model is proposed to classify them into room-type, i.e., bedroom, drawing room, kitchen, and non-room-type, i.e., parking porch, bathroom, study room and prayer room. The proposed model is tested on the CVC-FP dataset with an average room detection accuracy of 85.71% and room recognition accuracy of 88%.
引用
收藏
页码:253 / 266
页数:14
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