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
相关论文
共 50 条
  • [1] Automatic room information retrieval and classification from floor plan using linear regression model
    Hiren K. Mewada
    Amit V. Patel
    Jitendra Chaudhari
    Keyur Mahant
    Alpesh Vala
    [J]. International Journal on Document Analysis and Recognition (IJDAR), 2020, 23 : 253 - 266
  • [2] Texture classification and retrieval using shearlets and linear regression
    Information Engineering College, Henan University of Science and Technology, Luoyang
    471023, China
    不详
    710119, China
    不详
    100871, China
    [J]. IEEE Trans. Cybern, 3 (358-369):
  • [3] Texture Classification and Retrieval Using Shearlets and Linear Regression
    Dong, Yongsheng
    Tao, Dacheng
    Li, Xuelong
    Ma, Jinwen
    Pu, Jiexin
    [J]. IEEE TRANSACTIONS ON CYBERNETICS, 2015, 45 (03) : 358 - 369
  • [4] AUTOMATIC CLASSIFICATION IN INFORMATION-RETRIEVAL
    VANRIJSBERGEN, CJ
    [J]. DREXEL LIBRARY QUARTERLY, 1978, 14 (02): : 75 - 89
  • [5] Similar Floor Plan Retrieval Featuring Multi-Task Learning of Layout Type Classification and Room Presence Prediction
    Takada, Yuki
    Inoue, Naoto
    Yamasaki, Toshihiko
    Aizawa, Kiyoharu
    [J]. 2018 IEEE INTERNATIONAL CONFERENCE ON CONSUMER ELECTRONICS (ICCE), 2018,
  • [6] Pairwise Linear Regression Classification for Image Set Retrieval
    Feng, Qingxiang
    Zhou, Yicong
    Lan, Rushi
    [J]. 2016 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR), 2016, : 4865 - 4872
  • [7] AUTOMATIC CLASSIFICATION AND INFORMATION-RETRIEVAL - PANYR,J
    SOERGEL, D
    [J]. INTERNATIONAL CLASSIFICATION, 1988, 15 (01): : 42 - 42
  • [8] AUTOMATIC KEYWORD CLASSIFICATION FOR INFORMATION RETRIEVAL - JONES,KS
    SVENONIU.E
    [J]. LIBRARY QUARTERLY, 1971, 41 (04): : 338 - 340
  • [9] AUTOMATIC KEYWORD CLASSIFICATION FOR INFORMATION RETRIEVAL - SPARCKJONES,K
    RICHMOND, PA
    [J]. LIBRARY RESOURCES & TECHNICAL SERVICES, 1973, 17 (03): : 365 - 367
  • [10] AUTOMATIC KEYWORD CLASSIFICATION FOR INFORMATION RETRIEVAL - JONES,KS
    CARTWRIG.KL
    [J]. INFORMATION STORAGE AND RETRIEVAL, 1973, 9 (06): : 348 - 349