title: A review on ultrasound-based thyroid cancer tissue characterization and automated classification.
abstract: In this paper, we review the different studies that developed Computer Aided Diagnostic (CAD) for automated classification of thyroid cancer into benign and malignant types. Specifically, we discuss the different types of features that are used to study and analyze the differences between benign and malignant thyroid nodules. These features can be broadly categorized into (a) the sonographic features from the ultrasound images, and (b) the non-clinical features extracted from the ultrasound images using statistical and data mining techniques. We also present a brief description of the commonly used classifiers in ultrasound based CAD systems. We then review the studies that used features based on the ultrasound images for thyroid nodule classification and highlight the limitations of such studies. We also discuss and review the techniques used in studies that used the non-clinical features for thyroid nodule classification and report the classification accuracies obtained in these studies.
authors.affiliation: Department of Electronics and Communication Engineering, Ngee Ann Polytechnic, Singapore 599489. filippo.molinari@polito.it.
authors.forename: U R
authors.initials: UR
authors.lastname: Acharya
authors.forename: G
authors.initials: G
authors.lastname: Swapna
authors.forename: S V
authors.initials: SV
authors.lastname: Sree
authors.forename: F
authors.initials: F
authors.lastname: Molinari
authors.forename: S
authors.initials: S
authors.lastname: Gupta
authors.forename: R H
authors.initials: RH
authors.lastname: Bardales
authors.forename: A
authors.initials: A
authors.lastname: Witkowska
authors.forename: J S
authors.initials: JS
authors.lastname: Suri
mesh_terms: D044963:Biopsy, Fine-Needle; D003936:Diagnosis, Computer-Assisted; D006801:Humans; D007090:Image Interpretation, Computer-Assisted; D007091:Image Processing, Computer-Assisted; D013964:Thyroid Neoplasms / Q000000981:diagnostic imaging* / Q000473:pathology*; D014463:Ultrasonography