dp-BREATH: Heat maps and probabilistic classification assisting the analysis of abnormal lung regions.

Mirela T Cazzolato,Lucas C Scabora, Marcos R Nesso, Luis F Milano-Oliveira,Alceu F Costa,Daniel S Kaster,Marcel Koenigkam-Santos,Paulo Mazzoncini de Azevedo-Marques,Caetano Traina,Agma J M Traina

Computer Methods and Programs in Biomedicine（2019）

引用 7|浏览40

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摘要

•dp-BREATH provides well-segmented lung regions by classifying superpixels in CT scans.•dp-BREATH models pathological lung patterns as a Gaussian Mixing Model.•dp-Breath gives the probability of a region to contain each pathology being analyzed.•dp-BREATH highlights abnormal superpixel regions within the CT scan using heat maps.•Highlighted regions provide probabilities information regarding abnormal findings.

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关键词

CBIR,Heat map representation,Lung classification,Statistical modeling

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