The following information was submitted:
Transactions: WSEAS TRANSACTIONS ON SIGNAL PROCESSING
Transactions ID Number: 28-375
Full Name: Osslan Osiris Vergara Villegas
Position: Doctor (Researcher)
Age: ON
Sex: Male
Address: Avenida del Charro No. 450 Norte, Zona Pronaf, P. C. 32310, Ciudad Juárez, Chihuahua
Country: MEXICO
Tel: 6562389799
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E-mail address: osslan@ieee.org
Other E-mails: osslan_v@hotmail.com, overgara@uacj.mx
Title of the Paper: Rules and Feature Extraction for Microcalcifications Detection in Digital Mammograms Using Neuro-Symbolic Hybrid Systems and Undecimated Filter Banks
Authors as they appear in the Paper: Osslan Osiris Vergara Villegas, Humberto de Jesús Ochoa Domínguez, Vianey Guadalupe Cruz Sánchez, Efrén David Gutiérrez Casas and Gerardo Reyes Salgado
Email addresses of all the authors: osslan@ieee.org, hochoa@ieee.org, vianey@cenidet.edu.mx, egutierre@uacj.mx,greyes@cenidet.edu.mx
Number of paper pages: 10
Abstract: In this paper, we present a Neuro-Symbolic Hybrid System methodology to improve the recognition stage of benignant or malignant microcalcifications in mammography. At the first stage, we use five different undecimated filter banks in order to detect the microcalcifications. The microcalcifications appear as a small number of high intensity pixels compared with their neighbors. Once the microcalcifications were detected, we extract rules in order to obtain the image features. At the end, we can classify the microcalcification in one of three sets: benign, malign, and normal. The results obtained show that there is no a substantial difference in the number of detected microcalcification among the several filter banks used and the NSHS methodology proposed can improve, in the future, the results of microcalcification recognition.
Keywords: Breast cancer, Microcalcifications detection, Undecimated filter bank, NSHS, Artificial Intelligence.
EXTENSION of the file: .pdf
Special (Invited) Session: Comparison of Microcalcifications Detection in Digital Mammograms Using Undecimated Filter Banks
Organizer of the Session: 598-286
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