A hypersphere method for plant leaves classification

Guo Jun Zhang*, Xiao Feng Wang, De Shuang Huang, Zheru Chi, Yiu Ming CHEUNG, Ji Xiang Du, Yuan Yuan Wan

*Corresponding author for this work

Research output: Chapter in book/report/conference proceedingConference contributionpeer-review

13 Citations (Scopus)

Abstract

The recognition of tens of thousands kinds of plants on earth is an important and difficult task. If we use nearest neighbour classifier to solve it, millions of training data are needed to obtain a high correct recognition rate. However, the corresponding classification process would be quite time-consuming. In this paper, we propose a new approach using Moving Median Centers Hypersphere technique to recognize different plant leaves. With this new method, we can successfully decrease the classification time, and reduce the storage size without sacrificing the classification accuracy. The experimental results using real data show that this method is really efficient and effective in classifying the different plant leaves.

Original languageEnglish
Title of host publication2004 International Symposium on Intelligent Multimedia, Video and Speech Processing, ISIMP 2004
Pages165-168
Number of pages4
Publication statusPublished - 2004
Event2004 International Symposium on Intelligent Multimedia, Video and Speech Processing, ISIMP 2004 - Hong Kong, China, Hong Kong
Duration: 20 Oct 200422 Oct 2004

Publication series

Name2004 International Symposium on Intelligent Multimedia, Video and Speech Processing, ISIMP 2004

Conference

Conference2004 International Symposium on Intelligent Multimedia, Video and Speech Processing, ISIMP 2004
Country/TerritoryHong Kong
CityHong Kong, China
Period20/10/0422/10/04

Scopus Subject Areas

  • Engineering(all)

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