Research Article

A New Methodology for Spectral-Spatial Classification of Hyperspectral Images

Table 4

Comparison of class-specific accuracies in percentage for the Indiana image by different methods.

ClassSamplesMethod
TrainTestPixel-wise SVM (%)Three PCs (%) (%) (%) (%)

C1422101284.6788.9192.1293.1093.51
C225258273.9172.5493.6594.9695.20
C339290295.7997.7699.9298.3898.92
C415034792.7093.3695.9896.3896.38
C519841683.9197.8898.8698.5399.19
C623251596.3989.9698.5399.3399.06
C715033999.4099.1899.1899.3999.39
C827769171.5375.8378.4178.1078.31
C95216099.3099.0699.53100100
C106417064.4487.6175.6479.0678.21
C1111226873.9978.1699.4796.0596.05
C12760170885.0096.5698.9198.7898.99