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Ratsnake: A Versatile Image Annotation Tool with Application to Computer-Aided Diagnosis
Joint Authors
Iakovidis, D. K.
Goudas, T.
Smailis, C.
Maglogiannis, Ilias
Source
Issue
Vol. 2014, Issue 2014 (31 Dec. 2014), pp.1-12, 12 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2014-01-27
Country of Publication
Egypt
No. of Pages
12
Main Subjects
Medicine
Information Technology and Computer Science
Abstract EN
Image segmentation and annotation are key components of image-based medical computer-aided diagnosis (CAD) systems.
In this paper we present Ratsnake, a publicly available generic image annotation tool providing annotation efficiency, semantic awareness, versatility, and extensibility, features that can be exploited to transform it into an effective CAD system.
In order to demonstrate this unique capability, we present its novel application for the evaluation and quantification of salient objects and structures of interest in kidney biopsy images.
Accurate annotation identifying and quantifying such structures in microscopy images can provide an estimation of pathogenesis in obstructive nephropathy, which is a rather common disease with severe implication in children and infants.
However a tool for detecting and quantifying the disease is not yet available.
A machine learning-based approach, which utilizes prior domain knowledge and textural image features, is considered for the generation of an image force field customizing the presented tool for automatic evaluation of kidney biopsy images.
The experimental evaluation of the proposed application of Ratsnake demonstrates its efficiency and effectiveness and promises its wide applicability across a variety of medical imaging domains.
American Psychological Association (APA)
Iakovidis, D. K.& Goudas, T.& Smailis, C.& Maglogiannis, Ilias. 2014. Ratsnake: A Versatile Image Annotation Tool with Application to Computer-Aided Diagnosis. The Scientific World Journal،Vol. 2014, no. 2014, pp.1-12.
https://search.emarefa.net/detail/BIM-1049081
Modern Language Association (MLA)
Iakovidis, D. K.…[et al.]. Ratsnake: A Versatile Image Annotation Tool with Application to Computer-Aided Diagnosis. The Scientific World Journal No. 2014 (2014), pp.1-12.
https://search.emarefa.net/detail/BIM-1049081
American Medical Association (AMA)
Iakovidis, D. K.& Goudas, T.& Smailis, C.& Maglogiannis, Ilias. Ratsnake: A Versatile Image Annotation Tool with Application to Computer-Aided Diagnosis. The Scientific World Journal. 2014. Vol. 2014, no. 2014, pp.1-12.
https://search.emarefa.net/detail/BIM-1049081
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1049081