Automated analysis and diagnosis of skin melanoma on whole slide histopathological images

作者:

Highlights:

• Fully automatic technique for histopathological skin tissue analysis and diagnosis.

• Automatic segmentation of the regions of interest.

• Automated analysis of the spatial and morphological features.

• Objective measures not sensitive to the inter- and intra-image variations.

• Good performance on 66 skin slides which includes tissues with melanoma.

摘要

Highlights•Fully automatic technique for histopathological skin tissue analysis and diagnosis.•Automatic segmentation of the regions of interest.•Automated analysis of the spatial and morphological features.•Objective measures not sensitive to the inter- and intra-image variations.•Good performance on 66 skin slides which includes tissues with melanoma.

论文关键词:Histopathological image analysis,Object detection,Image analysis,Skin cancer,Melanoma

论文评审过程:Received 12 February 2013, Revised 19 August 2014, Accepted 25 February 2015, Available online 5 March 2015.

论文官网地址:https://doi.org/10.1016/j.patcog.2015.02.023