Detail publikace

Definition of Typical Textures of Sedimentary Grains Using Co-occurrence Features And K-means Clustering Technique

KŘUPKA, A.

Originální název

Definition of Typical Textures of Sedimentary Grains Using Co-occurrence Features And K-means Clustering Technique

Typ

článek v časopise - ostatní, Jost

Jazyk

angličtina

Originální abstrakt

The paper deals with a definition of typicalstructure forms, which can be extracted from the surface of sedimentary grains. The co-occurrence features are used for this purpose. To find typical patterns, the K-means clustering technique is used to group related data in feature space. Then,it is visually investigated if related data in feature space are also related when being perceived by human. The scheme for a specific grain texture definition is proposed and three models of grain textures are experimentally created. The first model involves especially significant grain corners and edges, the second model involves homogeneous parts of a grain, the third model can be used for coarse and abraded surface recognition.

Klíčová slova

Texture, sedimentary grains, co-occurrence matrix, K-means, clustering

Autoři

KŘUPKA, A.

Rok RIV

2013

Vydáno

2. 4. 2013

ISSN

1805-5443

Periodikum

International Journal of Advances in Telecommunications, Electrotechnics, Signals and Systems

Ročník

2

Číslo

2

Stát

Česká republika

Strany od

68

Strany do

72

Strany počet

5

BibTex

@article{BUT99290,
  author="Aleš {Křupka}",
  title="Definition of Typical Textures of Sedimentary Grains Using Co-occurrence Features And K-means Clustering Technique",
  journal="International Journal of Advances in Telecommunications, Electrotechnics, Signals and Systems",
  year="2013",
  volume="2",
  number="2",
  pages="68--72",
  issn="1805-5443"
}