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GRANULOMETRY-BASED DESCRIPTOR FOR PATHOLOGICAL TISSUE DISCRIMINATION IN HISTOPATHOLOGICAL IMAGES

Abstract: 

Prostate cancer is one of the types of cancer with the highest incidence in humans. In particular, prostate cancer is the main cause of death from cancer in men over 70 years of age. The automatic analysis of histological images is nowadays a key factor for helping doctors in the diagnosis task. In this paper, we present granulometries as a novel image descriptor to identify abnormal patterns in the prostatic tissue. The morphological alteration suffered by the main structures of pathological glands are registered by the proposed descriptor and achieved in a feature vector. A committee of SVM classifiers is trained making use of the extracted information with the aim of discriminating between healthy and pathological tissue. The performance of the proposed image descriptor is validated in 45 images provided by the Hospital Clínico of Valencia. Accuracy, sensitivity, specificity and AUC values higher than 0.95+-0.02 demonstrate the effectiveness of the method.

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Paper Details

Authors:
Á. E. Esteban, A. Colomer, V. Naranjo, M. A. Sales
Submitted On:
4 October 2018 - 10:46am
Short Link:
Type:
Poster
Event:
Presenter's Name:
Adrián Colomer
Paper Code:
2172
Document Year:
2018
Cite

Document Files

ICIP_Poster_2018.pdf

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[1] Á. E. Esteban, A. Colomer, V. Naranjo, M. A. Sales, "GRANULOMETRY-BASED DESCRIPTOR FOR PATHOLOGICAL TISSUE DISCRIMINATION IN HISTOPATHOLOGICAL IMAGES", IEEE SigPort, 2018. [Online]. Available: http://sigport.org/3425. Accessed: Jun. 15, 2019.
@article{3425-18,
url = {http://sigport.org/3425},
author = {Á. E. Esteban; A. Colomer; V. Naranjo; M. A. Sales },
publisher = {IEEE SigPort},
title = {GRANULOMETRY-BASED DESCRIPTOR FOR PATHOLOGICAL TISSUE DISCRIMINATION IN HISTOPATHOLOGICAL IMAGES},
year = {2018} }
TY - EJOUR
T1 - GRANULOMETRY-BASED DESCRIPTOR FOR PATHOLOGICAL TISSUE DISCRIMINATION IN HISTOPATHOLOGICAL IMAGES
AU - Á. E. Esteban; A. Colomer; V. Naranjo; M. A. Sales
PY - 2018
PB - IEEE SigPort
UR - http://sigport.org/3425
ER -
Á. E. Esteban, A. Colomer, V. Naranjo, M. A. Sales. (2018). GRANULOMETRY-BASED DESCRIPTOR FOR PATHOLOGICAL TISSUE DISCRIMINATION IN HISTOPATHOLOGICAL IMAGES. IEEE SigPort. http://sigport.org/3425
Á. E. Esteban, A. Colomer, V. Naranjo, M. A. Sales, 2018. GRANULOMETRY-BASED DESCRIPTOR FOR PATHOLOGICAL TISSUE DISCRIMINATION IN HISTOPATHOLOGICAL IMAGES. Available at: http://sigport.org/3425.
Á. E. Esteban, A. Colomer, V. Naranjo, M. A. Sales. (2018). "GRANULOMETRY-BASED DESCRIPTOR FOR PATHOLOGICAL TISSUE DISCRIMINATION IN HISTOPATHOLOGICAL IMAGES." Web.
1. Á. E. Esteban, A. Colomer, V. Naranjo, M. A. Sales. GRANULOMETRY-BASED DESCRIPTOR FOR PATHOLOGICAL TISSUE DISCRIMINATION IN HISTOPATHOLOGICAL IMAGES [Internet]. IEEE SigPort; 2018. Available from : http://sigport.org/3425