Title :
An open web services - based framework for data mining of biomedical image data
Author :
Doukas, Charalampos ; Maglogiannis, Ilias ; Chatziioannou, Aristotle
Author_Institution :
Dep. of Inf. & Commun. Syst. Eng., Univ. of the Aegean, Samos, Greece
Abstract :
Mining of biomedical image data is a complex procedure that requires several processing phases, such as data acquisition, preprocessing (e.g., image enhancement, color processing), feature extraction and classification. Tools exist that provide each one of these functions individually, however proper integration is required for complex image analysis tasks. This paper presents an open framework based on Web Services that provides access to tools and methods for data mining of biomedical image data. The described tools implemented as Web Services can be directly integrated to the TAVERNA or a similar workflow management platform, allowing their integration in several workflows corresponding to different image processing pipelines. Proper authentication and encryption mechanisms have been utilized in order to guarantee the appropriate security. A case study of classification of skin lesion images is presented to demonstrate the functionality of the proposed framework.
Keywords :
Web services; data mining; medical image processing; workflow management software; TAVERNA; biomedical image data; data mining; image analysis; open Web services; workflow management platform; Authentication; Biomedical imaging; Data acquisition; Data mining; Feature extraction; Image color analysis; Image enhancement; Image processing; Pipelines; Web services; Biomedical image mining; Image processing; Web Services;
Conference_Titel :
Information Technology and Applications in Biomedicine, 2009. ITAB 2009. 9th International Conference on
Conference_Location :
Larnaca
Print_ISBN :
978-1-4244-5379-5
Electronic_ISBN :
978-1-4244-5379-5
DOI :
10.1109/ITAB.2009.5394403