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	Leaf Recognition Based on DPCNN and BOW
	Wang, Zhaobin1,2; Sun, Xiaoguang1; Yang, Zekun1; Zhang, Yaonan2; Zhu, Ying3; Ma, Yide1
刊名	NEURAL PROCESSING LETTERS
	2018-02-01
卷号	47期号:1页码:99-115
关键词	Feature extraction Plant recognition SVM DPCNN BOW
ISSN号	1370-4621
DOI	10.1007/s11063-017-9635-1
通讯作者	Wang, Zhaobin(zhaobin_wang@hotmail.com)
英文摘要	Leaf classification is an interesting and important research. Current work focuses mainly on feature extraction, especially on textural feature extraction. In this case, we propose a new method of leaf recognition based on bag of words (BOW) and entropy sequence (EnS). In our method, EnS is firstly obtained by dual-output pulse-coupled neural network and then it is improved by BOW. Locality-constrained linear coding method is used for sparse coding. Then, the classification system is built where the linear support vector machine is taken as classifier. Some representative datasets and existing methods are employed to evaluate the effect of the proposed method. Finally, experimental results show that the accuracy of our proposed method is better than existing methods.
收录类别	SCI
WOS关键词	COUPLED NEURAL-NETWORKS ; IMAGE SEGMENTATION ; SHAPE CLASSIFICATION ; PLANT ; REPRESENTATION ; OPTIMIZATION ; RETRIEVAL ; DISTANCE ; FEATURES ; TEXTURE
WOS研究方向	Computer Science
WOS类目	Computer Science, Artificial Intelligence
语种	英语
出版者	SPRINGER
WOS记录号	WOS:000426688200006
内容类型	期刊论文
URI标识	http://www.corc.org.cn/handle/1471x/2558111
专题	寒区旱区环境与工程研究所
通讯作者	Wang, Zhaobin
作者单位	1.Lanzhou Univ Lanzhou, Sch Informat Sci & Engn, Lanzhou 730000, Gansu, Peoples R China 2.Chinese Acad Sci Lanzhou, Cold & Arid Reg Environm & Engn Res Inst, Lanzhou 730000, Gansu, Peoples R China 3.Gansu Acad Sci, Inst Biol, Lanzhou 730000, Peoples R China
推荐引用方式 GB/T 7714	Wang, Zhaobin,Sun, Xiaoguang,Yang, Zekun,et al. Leaf Recognition Based on DPCNN and BOW[J]. NEURAL PROCESSING LETTERS,2018,47(1):99-115.
APA	Wang, Zhaobin,Sun, Xiaoguang,Yang, Zekun,Zhang, Yaonan,Zhu, Ying,&Ma, Yide.(2018).Leaf Recognition Based on DPCNN and BOW.NEURAL PROCESSING LETTERS,47(1),99-115.
MLA	Wang, Zhaobin,et al."Leaf Recognition Based on DPCNN and BOW".NEURAL PROCESSING LETTERS 47.1(2018):99-115.

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