Analysis and quantification of spatiotemporal features of diagnostics importance in cervical neoplasiaAnalysis and quantification of spatiotemporal features of diagnostics importance in cervical neoplasia Διπλωματική Εργασία Diploma Work 2015-10-152015enCervical cancer is the fourth most common malignant disease in women worldwide. It poses a major threat, especially in developing regions, due to the high cost of screening and treatment, as well as the lack of fast, accurate diagnostic methods. Acetowhitening (AW) is a phenomenon observed after the application of an acetic acid (AA) solution on the cervix. Acetic acid interacts with pre-cancerous cells of the epithelium, altering the tissue’s scattering characteristics and causing abnormal cells to appear opaque. As part of the diagnostic chain, both Pap test and colposcopy, suffer from low sensitivity, since visual assessment of AW is subjective, qualitative and depends heavily on the visual acuity and training of the examiner. Quantitative, objective assessment of AW characteristics was first presented in DySIS™, a novel instrumentation developed in the late 90’s. DySIS™ acquires a sequence of images over time, recording the development of the AW phenomenon. In this thesis, we present a novel algorithm that extracts features of diagnostics importance by exploiting only spatial information and is based on a physics model that encapsulates the basic biochemical procedures producing the AW. Using a single snapshot of the cervix, 144 seconds after the application of the AA solution and without prior knowledge, we identify the area and grade of the lesions utilizing bio optical properties of the tissue. The introduced method is fast, cheap and achieves high sensitivity (80%) and specificity (79%), simplifying the current diagnostic chain and showing promising results in aiding screening especially for low resource see and treat facilities.http://creativecommons.org/licenses/by/4.0/Πολυτεχνείο Κρήτης::Σχολή Ηλεκτρονικών Μηχανικών και Μηχανικών ΥπολογιστώνSavva_Androula_Dip_2015.pdfChania [Greece]Library of TUC2015-10-15application/pdf3.8 MBembargo Savva Androula Σαββα Ανδρουλα Balas Costas Μπαλας Κωστας Zervakis Michalis Ζερβακης Μιχαλης Lagoudakis Michael Λαγουδακης Μιχαηλ Πολυτεχνείο Κρήτης Technical University of Crete Cervical cancer cervix uteri cancer cervical cancer