JSW 2014 Vol.9(1): 203-210 ISSN: 1796-217X
doi: 10.4304/jsw.9.1.203-210
doi: 10.4304/jsw.9.1.203-210
Combining Local Binary Patterns for Scene Recognition
Minguang Song, Ping Guo
Image Processing and Pattern Recognition Laboratory, Beijing Normal University, Beijing 100875, China
Abstract—Recently, spatial principal component analysis of census transform histograms (PACT) was proposed to recognize instance and categories of places or scenes in an image. An improved representation called Local Difference Binary Pattern (LDBP) also was proposed and performed better than that of PACT. LDBP is based on the comparisons between center pixel and its neighboring pixels, but the relationship among neighbor pixels is not considered. In this paper, we propose to combine Local Neighbor Binary Pattern (LNBP) with LDBP to construct a spatial representation for scene recognition, because that LNBP can provide complementary information regarding neighboring pixels for LDBP. Experiments on widely used datasets demonstrate that the performance of image recognition is further improved with proposed method.
Index Terms—scene recognition, spatial pyramid matching, local binary pattern
Abstract—Recently, spatial principal component analysis of census transform histograms (PACT) was proposed to recognize instance and categories of places or scenes in an image. An improved representation called Local Difference Binary Pattern (LDBP) also was proposed and performed better than that of PACT. LDBP is based on the comparisons between center pixel and its neighboring pixels, but the relationship among neighbor pixels is not considered. In this paper, we propose to combine Local Neighbor Binary Pattern (LNBP) with LDBP to construct a spatial representation for scene recognition, because that LNBP can provide complementary information regarding neighboring pixels for LDBP. Experiments on widely used datasets demonstrate that the performance of image recognition is further improved with proposed method.
Index Terms—scene recognition, spatial pyramid matching, local binary pattern
Cite: Minguang Song, Ping Guo, "Combining Local Binary Patterns for Scene Recognition," Journal of Software vol. 9, no. 1, pp. 203-210, 2014.
General Information
ISSN: 1796-217X (Online)
Frequency: Quarterly
Editor-in-Chief: Prof. Antanas Verikas
Executive Editor: Ms. Yoyo Y. Zhou
Abstracting/ Indexing: DBLP, EBSCO, CNKI, Google Scholar, ProQuest, INSPEC(IET), ULRICH's Periodicals Directory, WorldCat, etc
E-mail: jsw@iap.org
-
Apr 26, 2021 News!
Vol 14, No 4- Vol 14, No 12 has been indexed by IET-(Inspec) [Click]
-
Nov 18, 2021 News!
Papers published in JSW Vol 16, No 1- Vol 16, No 6 have been indexed by DBLP [Click]
-
Dec 24, 2021 News!
Vol 15, No 1- Vol 15, No 6 has been indexed by IET-(Inspec) [Click]
-
Nov 18, 2021 News!
[CFP] 2022 the annual meeting of JSW Editorial Board, ICCSM 2022, will be held in Rome, Italy, July 21-23, 2022 [Click]
-
Aug 01, 2023 News!