NDLI: Scene Recognition via Combining Information of Neighbors

Content Provider	IEEE Xplore Digital Library
Author	Minguang Song Ping Guo
Copyright Year	2012
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. When combining PACT with Local difference Magnitude Binary Pattern (LMBP), a new representation called Local Difference Binary Pattern (LDBP) was proposed and performed better. LDBP is based on the comparisons between center pixel and its neighboring pixels. However, the relationship among neighbor pixels is not considered. In this paper we proposed Local Neighbor Binary Pattern (LNBP) to utilize the relationship among neighboring pixels. LNBP provides complementary information regarding neighboring pixels for LDBP. We propose to combine LDBP with LNBP, and used a spatial representation for scene recognition. Experiments on two widely used dataset demonstrate the proposed method can improve the performance of recognition.
Starting Page	345
Ending Page	349
File Size	890482
Page Count	5
File Format	PDF
ISBN	9781467347259
DOI	10.1109/CIS.2012.84
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	2012-11-17
Publisher Place	China
Access Restriction	Subscribed
Rights Holder	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subject Keyword	spatial pyramid matching Histograms Computer vision Image recognition Conferences local binary pattern Transforms scene recognition Pattern recognition Principal component analysis
Content Type	Text
Resource Type	Article

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