首页> 外文期刊>International Journal of Pattern Recognition and Artificial Intelligence >A COMPLETE SYSTEM FOR CANDIDATE POLYPS DETECTION IN VIRTUAL COLONOSCOPY
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A COMPLETE SYSTEM FOR CANDIDATE POLYPS DETECTION IN VIRTUAL COLONOSCOPY

机译:一个完整的虚拟结肠镜检查息肉的系统

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摘要

We present a computer-aided detection pipeline for polyp detection in Computer tomographic colonography. The first stage of the pipeline consists of a simple colon segmentation technique that enhances polyps, which is followed by an adaptive-scale candidate polyp delineation, in order to capture the appropriate polyp size. In the last step, candidates are classified based on new texture and geometric features that consider both the information in the candidate polyp location and its immediate surrounding area. The system is tested with ground truth data, including flat and small polyps which are hard to detect even with optical colonoscopy. We achieve 100% sensitivity for polyps larger than 6 mm in size with just 0.9 false positives per case, and 93% sensitivity with 2.8 false positives per case for polyps larger than 3 mm in size.
机译:我们提出了一种计算机辅助检测管线,用于在计算机断层摄影结肠造影中进行息肉检测。流水线的第一阶段包括一种简单的结肠分割技术,该技术可增强息肉,然后进行自适应规模的候选息肉描绘,以捕获适当的息肉大小。在最后一步中,基于新的纹理和几何特征对候选者进行分类,新的纹理和几何特征考虑了候选息肉位置及其附近区域中的信息。该系统使用地面真相数据进行了测试,包括平坦和小的息肉,即使通过光学结肠镜检查也很难检测到。对于大小大于6毫米的息肉,每个案例只有100个假阳性,我们达到100%的灵敏度;对于大小大于3毫米的息肉,我们每个案例有2.8个假阳性的93%敏感性。

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