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KEEL-dataset - data set description
dataset/images/texture.jpg
Texture data set


Main Description

This section describes main characteristics of the texture data set and its attributes:

General information

Texture data set
TypeClassificationOriginReal world
Features 40(Real / Integer / Nominal)(40 / 0 / 0)
Instances5500 Classes11
Missing values?No

Attribute description

AttributeDomainAttributeDomainAttributeDomain
A1[-1.45, 0.774]A15[-0.943, 0.164]A28[-1.154, 0.422]
A2[-1.2, 0.33]A16[-0.994, 0.036]A29[-1.132, 0.392]
A3[-1.31, 0.344]A17[-1.172, 0.02]A30[-1.422, 0.472]
A4[-1.11, 0.588]A18[-1.017, 0.115]A31[-1.45, 0.774]
A5[-1.053, 0.439]A19[-1.004, 0.083]A32[-1.179, 0.565]
A6[-1.003, 0.452]A20[-1.18, 0.439]A33[-1.147, 0.675]
A7[-1.208, 0.525]A21[-1.45, 0.774]A34[-1.123, 0.313]
A8[-1.08, 0.398]A22[-1.228, 0.596]A35[-1.015, 0.34]
A9[-1.057, 0.437]A23[-1.341, 0.446]A36[-1.03, 0.156]
A10[-1.258, 0.355]A24[-1.177, 0.688]A37[-1.253, 0.09]
A11[-1.45, 0.774]A25[-1.137, 0.41]A38[-1.097, 0.194]
A12[-1.083, 0.372]A26[-1.11, 0.373]A39[-1.076, 0.202]
A13[-1.119, 0.635]A27[-1.239, 0.612]A40[-1.215, 0.465]
A14[-1.018, 0.157]Class{2, 3, 4, 9, 10, 7, 6, 8, 12, 13, 14}

Additional information

The aim in this data set is to distinguish between 11 different textures (Grass lawn, Pressed calf leather, Handmade paper, Raffia looped to a high pile, Cotton canvas, ...), each pattern (pixel) being characterised by 40 attributes built by the estimation of fourth order modified moments in four orientations: 0, 45, 90 and 135 degrees.



Main Files and additional references

In this section you can download some files related to the texture data set:

  • The complete data set already formatted in KEEL format can be downloaded from herezip.gif.
  • A copy of the data set already partitioned by means of a 10-folds cross validation procedure can be downloaded from herezip.gif.
  • A copy of the data set already partitioned by means of a 5-folds cross validation procedure can be downloaded from herezip.gif.
  • The header file associated to this data set can be downloaded from heretxt.png.
  • This is not a native data set from the KEEL project. It has been obtained from the ELENA project. The original page where the data set can be found is: https://www.elen.ucl.ac.be/neural-nets/Research/Projects/ELENA/databases/REAL/texture/.

 
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