Research Article

Ensemble Learning Based Multiple Kernel Principal Component Analysis for Dimensionality Reduction and Classification of Hyperspectral Imagery

Table 1

Information for Indian Pines and KSC data sets.

NoIndian PinesSamplesKSCSamples
Class nameTrainTestClass nameTrainTest

1Alfalfa1440Scrub190571
2Corn-no till3591075Willow swamp61182
3Corn–min till209625Cabbage hamm64192
4Corn59175Cabbage palm63189
5Grass-pasture124373Slash pine40121
6Grass-trees187560Oak57172
7Grass-past. moved620Hardwood swamp264791
8Hay-windrowed122367Graminoid marsh108323
9Oats515Spartina marsh130390
10Soybean-no till242726Cattail marsh101303
11Soybean-min till6171851Salt marsh105314
12Soybean-clean till154460Mud flats126377
13Wheat53159Water232695
14Woods324970
15Bldg-Grass-Tree95285
16Stone-steel towers2471

Total2594777215413670