Exploring illumination robust descriptors for human epithelial type 2 cell classification
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- 作者：Xianbiao Qi ; qixianbiao@gmail.com" class="auth_mail" title="E-mail the corresponding authorAuthor Vitae ; Guoying Zhao gyzhao@ee.oulu.fi" class="auth_mail" title="E-mail the corresponding authorAuthor Vitae ; Jie Chen jiechen@ee.oulu.fi" class="auth_mail" title="E-mail the corresponding authorAuthor Vitae ; Matti Pietikä ; inen mkp@ee.oulu.fi" class="auth_mail" title="E-mail the corresponding authorAuthor Vitae
- 关键词：HEp-2 cell classification ; Spatial shape index descriptor ; Local orientation adaptive descriptor ; Illumination robust descriptors
- 刊名：Pattern Recognition
- 出版年：2016
- 出版时间：December 2016
- 年：2016
- 卷：60
- 期：Complete
- 页码：420-429
- 全文大小：2562 K
文摘
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Two introduced features achieve superior performance on the HEp-2 cell classification task.
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We propose a novel Spatial Shape Index Descriptor (SSID) to capture spatial layout of the second-order texture structures.
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We utilize a multi-scale Local Orientation Adaptive Descriptor (LOAD) to the HEp-2 cell classification task.
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20">We introduce a new large-scale HEp-2 data set that contains 63,445 cell images from the I3A Task-2 data set.