题名 | Plant leaf identification via a growing convolution neural network with progressive sample learning |
作者 | |
发表日期 | 2015 |
会议名称 | 12th Asian Conference on Computer Vision (ACCV) |
会议录名称 | Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
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ISSN | 0302-9743 |
卷号 | 9004 |
页码 | 348-361 |
会议日期 | NOV 01-05, 2014 |
会议地点 | Singapore |
会议举办国 | SINGAPORE |
摘要 | Plant identification is an important problem for ecologists, amateur botanists, educators, and so on. Leaf, which can be easily obtained, is usually one of the important factors of plants. In this paper, we propose a growing convolution neural network (GCNN) for plant leaf identification and report the promising results on the ImageCLEF2012 Plant Identification database. TheGCNN owns a growing structure which starts training from a simple structure of a single convolution kernel and is gradually added new convolution neurons to. Simultaneously, the growing connection weights are modified until the squared-error achieves the desired result. Moreover, we propose a progressive learning method to determine the number of learning samples, which can further improve the recognition rate. Experiments and analyses show that our proposed GCNN outperforms other state-of-the-art algorithms such as the traditional CNN and the hand-crafted features with SVM classifiers. |
DOI | 10.1007/978-3-319-16808-1_24 |
URL | 查看来源 |
收录类别 | CPCI-S |
语种 | 英语English |
WOS研究方向 | Computer Science ; Medical Informatics ; Robotics |
WOS类目 | Computer Science, Artificial Intelligence ; Computer Science ; Information Systems ; Computer Science, Theory & MethodsMedical Informatics Robotics |
WOS记录号 | WOS:000362445600024 |
Scopus入藏号 | 2-s2.0-84945959664 |
引用统计 | |
文献类型 | 会议论文 |
条目标识符 | https://repository.uic.edu.cn/handle/39GCC9TT/6466 |
专题 | 北师香港浸会大学 |
作者单位 | 1.College of Computer Science and Information Engineering, Hefei University of Technology,Hefei,China 2.Department of Computer Science, Hong Kong Baptist University,Hong Kong 3.Department of Computer Science, University of Vermont,Burlington,United States 4.United International College, Beijing Normal University–Hong Kong Baptist University,Zhuhai,China |
推荐引用方式 GB/T 7714 | Zhao, Zhong Qiu,Xie, Bao Jian,Cheung, Yiu Minget al. Plant leaf identification via a growing convolution neural network with progressive sample learning[C], 2015: 348-361. |
条目包含的文件 | 条目无相关文件。 |
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