Fast and robust polyp detection in CT colonography

Xin Xiong, Lisheng Xu, Baolin Mao, Xiaozhao Chen, Yan Kang
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Abstract

A fast and robust colorectal polyp detection framework in CT colonography was proposed. In order to speed the detection of polyp in CT colonography, a cascade-Adaboost framework was employed, and a lot of candidates were rejected quickly in the first stages of the cascade framework. To improve the performance of cascade-Adaboost, cascade indifference curve was explored to determine detection rate and false positive rate of cascade automatically. The experiments showed that the classifier could achieve an overall per-polyp sensitivity of 90% (for polyps' diameter 5 mm and greater), with false positives of 6 per volume on average.
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快速、稳健的CT结肠镜息肉检测
提出了一种快速、稳健的CT结肠直肠息肉检测框架。为了加快CT结肠镜中息肉的检测速度,采用级联- adaboost框架,在级联框架的第一阶段,大量候选物被快速拒绝。为了提高cascade- adaboost算法的性能,利用级联无差异曲线自动确定级联的检出率和假阳性率。实验表明,该分类器对每个息肉的总体敏感度为90%(对于直径为5mm及更大的息肉),平均每体积有6个假阳性。
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