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  • 标题:Stem - Calyx Recognition of an Apple Using Shape Descriptors
  • 本地全文:下载
  • 作者:Mohana S. H ; Prabhakar C. J
  • 期刊名称:Signal & Image Processing : An International Journal (SIPIJ)
  • 印刷版ISSN:2229-3922
  • 电子版ISSN:0976-710X
  • 出版年度:2014
  • 卷号:5
  • 期号:6
  • 页码:17
  • 出版社:Academy & Industry Research Collaboration Center (AIRCC)
  • 摘要:This paper presents a novel method to recognize stem - calyx of an apple using shape descriptors. The maindrawback of existing apple grading techniques is that stem - calyx part of an apple is treated as defects,this leads to poor grading of apples. In order to overcome this drawback, we proposed an approach torecognize stem-calyx and differentiated from true defects based on shape features. Our method comprisesof steps such as segmentation of apple using grow-cut method, candidate objects such as stem-calyx andsmall defects are detected using multi-threshold segmentation. The shape features are extracted fromdetected objects using Multifractal, Fourier and Radon descriptor and finally stem-calyx regions arerecognized and differentiated from true defects using SVM classifier. The proposed algorithm is evaluatedusing experiments conducted on apple image dataset and results exhibit considerable improvement inrecognition of stem-calyx region compared to other techniques.
  • 关键词:Stem-calyx recognition; Grow-cut; Multithreshold segmentation; Multifractal dimension; Radon transform;Fourier transform; SVM
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