Efficient k-NN based HEp-2 cells classifier

作者:

Highlights:

• We present k-NN classifier for staining pattern classification of HEp-2 cells image.

• We employ our specific image descriptors with the well-known principles like LBP.

• Performance is evaluated using public MIVIA HEp-2 images dataset.

• Classifier would have achieved 3rd place in the 2012 HEp-2 Cells Classification Contest.

摘要

Highlights•We present k-NN classifier for staining pattern classification of HEp-2 cells image.•We employ our specific image descriptors with the well-known principles like LBP.•Performance is evaluated using public MIVIA HEp-2 images dataset.•Classifier would have achieved 3rd place in the 2012 HEp-2 Cells Classification Contest.

论文关键词:HEp-2 cells,Classifier,Image descriptor,Classification,Nearest neighbours,IIF,Indirect Immunofluorescence

论文评审过程:Available online 1 October 2013.

论文官网地址:https://doi.org/10.1016/j.patcog.2013.09.021