Title :
Review of features and metafeatures allowing recognition of abnormalities in the images of GIT
Author :
Dmitry, Mikhaylov ; Igor, Zhukov ; Vladimir, Klimenko ; Andrey, Starikovskiy ; Timur, Khabibullin ; Anastasia, Tolstaya ; Alexander, Karpachev
Author_Institution :
Nat. Res. Nucl. Univ. MEPhI, Moscow, Russia
Abstract :
The wireless capsule endoscopy is a new method of the gastrointestinal tract examination that is now in great demand. It provides fast and comfortable for the patient analysis of the entire digestive tract. Special software for wireless endoscopic capsule allows automated processing of data indicating images with pathologies or suspected abnormality. The software is based on recognition of features denoting the disease. This article provides the description of features and metafeatures allowing recognition of pathologies and structural changes in the images of gastrointestinal tract such as histograms of channels, gastrointestinal tract sections, histograms of texture, form, normalized histogram, histogram quantiles and value calculation for different image parts. Authors also provide the effectiveness testing of software using proposed features and metafeatures.
Keywords :
diseases; endoscopes; image colour analysis; image recognition; medical image processing; GIT images; abnormality recognition; automated data processing; disease; feature recognition; gastrointestinal tract examination; gastrointestinal tract sections; histogram quantiles; histograms of channels; histograms of texture; normalized histogram; pathology recognition; patient digestive tract analysis; wireless capsule endoscopy; Conferences; Endoscopes; Gastrointestinal tract; Hemorrhaging; Histograms; Kernel; Wireless communication; HSV; RGB; features; form; histogram quantiles; histograms of channels; histograms of texture; metafeatures; normalized histogram; pathology;
Conference_Titel :
Mediterranean Electrotechnical Conference (MELECON), 2014 17th IEEE
Conference_Location :
Beirut
DOI :
10.1109/MELCON.2014.6820537