Hyperspectral image (HSI) classification is an essential means of the analysis remotely sensed images. Remote sensing natural resources, astronomy, medicine, agriculture, food health, and many other applications are examples possible this technique. Since hyperspectral images contain redundant measurements, it crucial to identify a subset efficient features for modeling classes. Kernel-based me...