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ct-slice-localization - MaRDI portal

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ct-slice-localization

From MaRDI portal
Dataset:6036261



OpenML42973MaRDI QIDQ6036261

OpenML dataset with id 42973

Author name not available (Why is that?)

Full work available at URL: https://api.openml.org/data/v1/download/22045642/ct-slice-localization.arff

Upload date: 28 May 2021



Dataset Characteristics

Number of features: 386 (numeric: 386, symbolic: 0 and in total binary: 0 )
Number of instances: 53,500
Number of instances with missing values: 0
Number of missing values: 0

Author: F. Graf, H.-P. Kriegel, M. Schubert, S. Poelsterl, A. Cavallaro Source: UCI - 2011 Please cite: UCI

Relative location of CT slices on axial axis Data Set

The dataset consists of 384 features extracted from CT images. The class variable is numeric and denotes the relative location of the CT slice on the axial axis of the human body. The data was retrieved from a set of 53500 CT images from 74 different patients (43 male, 31 female). Each CT slice is described by two histograms in polar space. The first histogram describes the location of bone structures in the image, the second the location of air inclusions inside of the body. Both histograms are concatenated to form the final feature vector. Bins that are outside of the image are marked with the value -0.25. The class variable (relative location of an image on the axial axis) was constructed by manually annotating up to 10 different distinct landmarks in each CT Volume with known location. The location of slices in between landmarks was interpolated.

Attribute information

1. patientId: Each ID identifies a different patient 2. - 241.: Histogram describing bone structures 242. - 385.: Histogram describing air inclusions 386. reference: Relative location of the image on the axial axis (class value). Values are in the range [0; 180] where 0 denotes the top of the head and 180 the soles of the feet.






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