Research Article

Artificial Neural Network Application in the Diagnosis of Disease Conditions with Liver Ultrasound Images

Table 2

Features of GLCM.

S/numberNameEquation

1Mean (); ā€‰

2Standard deviations (; ā€‰

2.1Autocorrelation ()

2.2Contrast ()

2.3Correlation ()

2.4Cluster prominence ()

2.5Cluster shade ()

2.6Dissimilarity ()

2.7Energy ()

2.8Entropy ()

2.9Homogenecity ()

2.10Maximum probability ()

2.11Sum of squares ()

2.12Sum average ()

2.13Sum variances ()

2.14Sum entropy ()

2.15Difference variance ()

2.16Difference entropy ()

2.17ā€‰
2.18
Information measures of correlation-1 ()ā€‰
Information measures of correlation-2 ()
ā€‰
ā€‰
where HX and HY are entropies of ā€‰ā€‰and ā€‰
ā€‰
ā€‰

2.19Inverse difference ()Same as homogenecity

2.20Inverse difference normalized INN () = the co-occurrence probability between grey levels i and j is defined asā€‰
ā€‰

2.21Inverse difference moment normalized ()