该数据集旨在允许测试不同的方法,以检查与使用对比度和患者年龄相关的CT图像数据的趋势。基本思想是识别与这些特征密切相关的图像纹理,统计图案和特征,并可能构建简单的工具,以便在对这些图像进行错误分类时自动对这些图像进行分类(或查找可能是可疑情况,测量错误或机器校准不良的异常值) )
CT Medical Images
CT images from cancer imaging archive with contrast and patient age
The dataset is designed to allow for different methods to be tested for examining the trends in CT image data associated with using contrast and patient age. The basic idea is to identify image textures, statistical patterns and features correlating strongly with these traits and possibly build simple tools for automatically classifying these images when they have been misclassified (or finding outliers which could be suspicious cases, bad measurements, or poorly calibrated machines)
The data are a tiny subset of images from the cancer imaging archive. They consist of the middle slice of all CT images taken where valid age, modality, and contrast tags could be found. This results in 475 series from 69 different patients.
License
Data Citation
Albertina, B., Watson, M., Holback, C., Jarosz, R., Kirk, S., Lee, Y., … Lemmerman, J. (2016). Radiology Data from The Cancer Genome Atlas Lung Adenocarcinoma [TCGA-LUAD] collection.
TCIA Citation
Clark K, Vendt B, Smith K, Freymann J, Kirby J, Koppel P, Moore S, Phillips S, Maffitt D, Pringle M, Tarbox L, Prior F. The Cancer Imaging Archive (TCIA): Maintaining and Operating a Public Information Repository, Journal of Digital Imaging, Volume 26, Number 6, December, 2013, pp 1045-1057. (paper)
该数据集旨在允许测试不同的方法,以检查与使用对比度和患者年龄相关的CT图像数据的趋势。基本思想是识别与这些特征密切相关的图像纹理,统计图案和特征,并可能构建简单的工具,以便在对这些图像进行错误分类时自动对这些图像进行分类(或查找可能是可疑情况,测量错误或机器校准不良的异常值) )
数据只是癌症成像档案中图像的一小部分。它们由所拍摄的所有CT图像的中间部分组成,可以找到有效的年龄,模态和对比标签。这产生了来自69个不同患者的475系列。
许可
数据引用
Albertina, B., Watson, M., Holback, C., Jarosz, R., Kirk, S., Lee, Y., … Lemmerman, J. (2016). Radiology Data from The Cancer Genome Atlas Lung Adenocarcinoma [TCGA-LUAD] collection.
TCIA引文
Clark K, Vendt B, Smith K, Freymann J, Kirby J, Koppel P, Moore S, Phillips S, Maffitt D, Pringle M, Tarbox L, Prior F. The Cancer Imaging Archive (TCIA): Maintaining and Operating a Public Information Repository, Journal of Digital Imaging, Volume 26, Number 6, December, 2013, pp 1045-1057. (paper)