Leaf Recognition Based on DPCNN and BOW
文献类型：期刊论文
| 作者 | Wang, Zhaobin1,2; Sun, Xiaoguang1; Yang, Zekun1; Zhang, Yaonan2; Zhu, Ying3; Ma, Yide1 |
| 刊名 | NEURAL PROCESSING LETTERS
 |
| 出版日期 | 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 |
| WOS记录号 | WOS:000426688200006 |
| 出版者 | SPRINGER |
| URI标识 | http://www.irgrid.ac.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. |
入库方式： iSwitch采集
来源：寒区旱区环境与工程研究所
浏览0
下载0
收藏0
其他版本
除非特别说明，本系统中所有内容都受版权保护，并保留所有权利。