Research on Indoor Scene Classification Mechanism Based on Multiple Descriptors Fusion
Joint Authors
Qin, Danyang
Ji, Ping
Feng, Pan
Lan, Tingting
Sun, Guanyu
Source
Issue
Vol. 2020, Issue 2020 (31 Dec. 2020), pp.1-14, 14 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2020-03-16
Country of Publication
Egypt
No. of Pages
14
Main Subjects
Telecommunications Engineering
Abstract EN
This study aims at the great limitations caused by the non-ROI (region of interest) information interference in traditional scene classification algorithms, including the changes of multiscale or various visual angles and the high similarity between classes and other factors.
An effective indoor scene classification mechanism based on multiple descriptors fusion is proposed, which introduces the depth images to improve descriptor efficiency.
The greedy descriptor filter algorithm (GDFA) is proposed to obtain valuable descriptors, and the multiple descriptor combination method is also given to further improve descriptor performance.
Performance analysis and simulation results show that multiple descriptors fusion not only can achieve higher classification accuracy than principal components analysis (PCA) in the condition with medium and large size of descriptors but also can improve the classification accuracy than the other existing algorithms effectively.
American Psychological Association (APA)
Ji, Ping& Qin, Danyang& Feng, Pan& Lan, Tingting& Sun, Guanyu. 2020. Research on Indoor Scene Classification Mechanism Based on Multiple Descriptors Fusion. Mobile Information Systems،Vol. 2020, no. 2020, pp.1-14.
https://search.emarefa.net/detail/BIM-1192392
Modern Language Association (MLA)
Ji, Ping…[et al.]. Research on Indoor Scene Classification Mechanism Based on Multiple Descriptors Fusion. Mobile Information Systems No. 2020 (2020), pp.1-14.
https://search.emarefa.net/detail/BIM-1192392
American Medical Association (AMA)
Ji, Ping& Qin, Danyang& Feng, Pan& Lan, Tingting& Sun, Guanyu. Research on Indoor Scene Classification Mechanism Based on Multiple Descriptors Fusion. Mobile Information Systems. 2020. Vol. 2020, no. 2020, pp.1-14.
https://search.emarefa.net/detail/BIM-1192392
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1192392