0000000000342164

AUTHOR

Aleksandar Juloski

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Semantic and topological classification of images in magnetically guided capsule endoscopy

2012

International audience; Magnetically-guided capsule endoscopy (MGCE) is a nascent technology with the goal to allow the steering of a capsule endoscope inside a water filled stomach through an external magnetic field. We developed a classification cascade for MGCE images with groups images in semantic and topological categories. Results can be used in a post-procedure review or as a starting point for algorithms classifying pathologies. The first semantic classification step discards over-/under-exposed images as well as images with a large amount of debris. The second topological classification step groups images with respect to their position in the upper gastrointestinal tract (mouth, es…

Color histogramComputer scienceFeature extraction[INFO.INFO-IM] Computer Science [cs]/Medical ImagingImage processingFundus (eye)Content-based image retrieval030218 nuclear medicine & medical imaginglaw.invention03 medical and health sciences0302 clinical medicineDiscriminative modelCapsule endoscopylaw[INFO.INFO-IM]Computer Science [cs]/Medical ImagingmedicineUpper gastrointestinalComputer visionSegmentationAntrumContextual image classification[ INFO.INFO-IM ] Computer Science [cs]/Medical Imagingbusiness.industryStomachmedicine.anatomical_structureFeature (computer vision)Duodenum030211 gastroenterology & hepatologyArtificial intelligencebusiness
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