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Compressed Domain Topographic Classification for Capsule Endoscopy

Title
Compressed Domain Topographic Classification for Capsule Endoscopy
Type
Article in International Conference Proceedings Book
Year
2011
Authors
Marques, N
(Author)
Other
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Dias, E
(Author)
Other
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Coimbra, M
(Author)
FCUP
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Conference proceedings International
Pages: 6631-6634
33rd Annual International Conference of the IEEE Engineering-in-Medicine-and-Biology-Society (EMBS)
Boston, MA, AUG 30-SEP 03, 2011
Scientific classification
FOS: Engineering and technology > Environmental biotechnology
Other information
Authenticus ID: P-002-WXF
Abstract (EN): In this paper we compare the classification accuracy of using compressed domain color (CDC) descriptors versus traditional full decoded images, for the purposes of topographic classification of wireless capsule endoscopy images. Results using a dataset of 26469 images, divided into stomach, small intestine and large intestine show a difference in classification accuracy below 1%. We also show that errors are mostly located near zone transitions (the pylorus and the ileocecal valve) and motivate the need for other visual descriptors (e. g. shape, motion) for addressing these specific areas. We conclude we can use the advantages of CDC in this type of classification with minor accuracy sacrifice.
Language: English
Type (Professor's evaluation): Scientific
No. of pages: 4
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