科研成果详情

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)
ISSN0302-9743
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.

DOI10.1007/978-3-319-16808-1_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
被引频次:20[WOS]   [WOS记录]     [WOS相关记录]
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.
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