A multiscale algorithm for nuclei extraction in pap smear images

作者:

Highlights:

• A evaluation of different classification algorithms and measures was performed.

• The detection of the cell nuclei is a basic step in the cervical cancer diagnosis.

• The proposed algorithm detects cervical cell nuclei with a precision up to 98%.

• The algorithm works in the best resolution according to the data characteristics.

摘要

•A evaluation of different classification algorithms and measures was performed.•The detection of the cell nuclei is a basic step in the cervical cancer diagnosis.•The proposed algorithm detects cervical cell nuclei with a precision up to 98%.•The algorithm works in the best resolution according to the data characteristics.

论文关键词:Biomedical imaging,Image segmentation,Multiresolution analysis,Ellipse fitting,Cell screening,Classification algorithms,Cervical cancer diagnosis

论文评审过程:Received 19 March 2015, Revised 18 May 2016, Accepted 2 August 2016, Available online 5 August 2016, Version of Record 10 August 2016.

论文官网地址:https://doi.org/10.1016/j.eswa.2016.08.015