Abstract:
BACKGROUND AND AIMS:Polyp miss-rate is a drawback of colonoscopy that increases significantly for small polyps. We explored the efficacy of an automatic computer-vision method for polyp detection. METHODS:Our method relies on a model that defines polyp boundaries as valleys of image intensity. Valley information is integrated into energy maps that represent the likelihood of the presence of a polyp. RESULTS:In 24 videos containing polyps from routine colonoscopies, all polyps were detected in at least one frame. The mean of the maximum values on the energy map was higher for frames with polyps than without (P < 0.001). Performance improved in high quality frames (AUC = 0.79 [95 %CI 0.70 - 0.87] vs. 0.75 [95 %CI 0.66 - 0.83]). With 3.75 set as the maximum threshold value, sensitivity and specificity for the detection of polyps were 70.4 % (95 %CI 60.3 % - 80.8 %) and 72.4 % (95 %CI 61.6 % - 84.6 %), respectively. CONCLUSION:Energy maps performed well for colonic polyp detection, indicating their potential applicability in clinical practice.
journal_name
Endoscopyjournal_title
Endoscopyauthors
Fernández-Esparrach G,Bernal J,López-Cerón M,Córdova H,Sánchez-Montes C,Rodríguez de Miguel C,Sánchez FJdoi
10.1055/s-0042-108434subject
Has Abstractpub_date
2016-09-01 00:00:00pages
837-42issue
9eissn
0013-726Xissn
1438-8812journal_volume
48pub_type
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