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Alternative TitleSparse representation for gastropathy disease diagnosis
范慧杰; 丛杨; 杨云生; 唐延东
Source Publication科学通报
Contribution Rank1
Funding Organization国家自然科学基金(61105013,61375014);国家科技支撑计划(2012BAI14B03)资助
Keyword胃病诊断 胶囊内窥镜 稀疏表达 字典选择 异常检测
Abstract提出了一种基于稀疏表达的自动胃病检测算法,通过训练少量样本就可以进行精确、稳定的病灶检测.根据实际工作中样本数量(特别是疾病样本)采集有限这一特点,建立了一个基于小样本的、具有稀疏和低秩特性的大尺度字典选择模型,实现了用最少的原子来构建超完备字典.在疾病检测阶段,设计了一种新的加权稀疏集中度指标(WSCI,weighted sparsity concentration index)判别输入样本是否有效,然后采用两级判别机制对有效的输入样本进行检测:首先将输入样本划分为健康或者疾病类别;然后将病灶看作健康图像中的异常现象,对判别为健康类别的图像进行再次检测,以防止漏报现象的出现.我们将本文算法与现有的胃病检测算法进行比较,对比结果表明本文算法在检测的精度和算法适用性方面都有较大提高.
Other AbstractAutomatic diagnosis of gastropathy disease plays an important role in supporting the clinician and speeding up the examination process. In this paper, we propose a general algorithm for stomach disease detection using sparse representation, which can get robust result even using a small size of high-dimensional training dataset. First, a noval large scale dictionary selection model based on the low rank property is designed to initialize the meaningful dictionary with minimal size. Then in comparison with the state-of-the-arts, we consider disease diagnosing as both supervised classification issue and one-class classification issue, where a new criterion, weighted sparsity concentration index (WSCI) is designed for outlier detection. Experiments on our dataset and comparisons with state-of-the-arts demonstrate the effectiveness and efficiency of our algorithm.
Document Type期刊论文
Corresponding Author丛杨
Recommended Citation
GB/T 7714
范慧杰,丛杨,杨云生,等. 基于稀疏表达的胃部疾病检测[J]. 科学通报,2013,58(S2):145-151.
APA 范慧杰,丛杨,杨云生,&唐延东.(2013).基于稀疏表达的胃部疾病检测.科学通报,58(S2),145-151.
MLA 范慧杰,et al."基于稀疏表达的胃部疾病检测".科学通报 58.S2(2013):145-151.
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