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Texture analysis method | Features | Description | Texture analysis method | Features | Description |
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GLCM | Energy | Provides the sum of squared elements in the GLCM. It has values between 0 and 1 | GLCM | Difference variance | Measures the dispersion (with regard to the mean) of the grey-level difference distribution of the image |
Entropy | Measure of randomness that can be used to characterize the texture of an image | Difference entropy | Measures the disorder related to the grey-level difference distribution of the image |
Contrast | A measure of intensity contrast between a pixel and its neighbor over the whole image | Maximum probability | Measures the maximum likelihood of producing the pixels of interest |
Homogeneity | Measures the closeness of the distribution of elements in the GLCM to the GLCM diagonal | IMC1 | Measure of dependency between two random variables |
Correlation | A measure of how correlated a pixel is to its neighbor over the whole image | IMC2 |
Sum of squares | Measures the dispersion (with regard to the mean) of the grey-level distribution | LBP LDP LOOP | Mean | Measures mean and standard deviation of histograms |
Cluster shade | Characterizes the tendency of clustering of the pixels in the region of interest |
Cluster prominence | Standard deviation |
Dissimilarity | A measure of distance between pairs of pixels in the region of interest | Dynamic range | Measures the ratio between the largest and smallest values |
Autocorrelation | Represents the degree of similarity between a given time series and a lagged version of it | Kurtosis | Measure of the “tailedness” of the probability distribution |
Sum average | Measures the mean of the grey-level sum distribution of the image | Skewness | Measure of the asymmetry of the probability distribution |
Sum entropy | Measures the disorder related to the grey-level sum distribution of the image | Fractal dimension | Mean | Measures mean and standard deviation of the box-counting method |
Sum variance | Measures the dispersion (with regard to the mean) of the grey-level sum distribution of the image | Standard deviation |
Inverse difference | A measure of local homogeneity of an image |
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