DocumentCode
2832991
Title
On the surprisingly accurate transfer of image parameters between medical and solar images
Author
Banda, Juan M. ; Angryk, Rafal A. ; Martens, Petrus C.
Author_Institution
Dept. of Comput. Sci., Montana State Univ., Bozeman, MT, USA
fYear
2011
fDate
11-14 Sept. 2011
Firstpage
3669
Lastpage
3672
Abstract
In this work we report on the transfer of image parameters that produce good results for medical images to the domain of solar image analysis. Using the first solar domain-specific benchmark dataset that contains multiple types of solar phenomena we discovered during our work for constructing a content-based image retrieval (CBIR) system for NASA´s Solar Dynamics Observatory (SDO) mission that we could take advantage of the research on the analysis of images in the medical field. We demonstrate that, while image analysis is a very domain-specific task, there are lessons to be learned and methods to be shared between different fields. In this paper we present an extensive comparative analysis of several different domain-specific datasets in order to provide some guidance for the solar physics community on the well- researched field of medical image analysis allowing them to transfer knowledge from one applied field to their own.
Keywords
astronomical image processing; classification; content-based retrieval; image classification; image retrieval; medical image processing; CBIR system; NASA; SDO mission; Solar Dynamics Observatory mission; comparative analysis; content-based image retrieval system; domain-specific datasets; image parameters; knowledge transfer; medical field; medical image analysis; medical images; solar domain-specific benchmark dataset; solar image analysis; solar images; solar phenomena; solar physics community; Accuracy; Biomedical imaging; Communities; Image analysis; Image retrieval; Support vector machines; classification; image processing; medical image analysis; solar image analysis;
fLanguage
English
Publisher
ieee
Conference_Titel
Image Processing (ICIP), 2011 18th IEEE International Conference on
Conference_Location
Brussels
ISSN
1522-4880
Print_ISBN
978-1-4577-1304-0
Electronic_ISBN
1522-4880
Type
conf
DOI
10.1109/ICIP.2011.6116515
Filename
6116515
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