1. Saliency-Based Bleeding Localization for Wireless Capsule Endoscopy Diagnosis
- Author
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Hongda Chen, Shaoze Wang, Yong Ding, and Dahong Qian
- Subjects
Medical physics. Medical radiology. Nuclear medicine ,R895-920 ,Medical technology ,R855-855.5 - Abstract
Stomach bleeding is a kind of gastrointestinal disease which can be diagnosed noninvasively by wireless capsule endoscopy (WCE). However, it requires much time for physicians to scan large amount of WCE images. Alternatively, computer-assisted bleeding localization systems are developed where color, edge, and intensity features are defined to distinguish lesions from normal tissues. This paper proposes a saliency-based localization system where three saliency maps are computed: phase congruency-based edge saliency map derived from Log-Gabor filter bands, intensity histogram-guided intensity saliency map, and red proportion-based saliency map. Fusing the three maps together, the proposed system can detect bleeding regions by thresholding the fused saliency map. Results demonstrate the accuracy of 98.97% for our system to mark bleeding regions.
- Published
- 2017
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