Journal of Sensors / 2016 / Article / Tab 6

Research Article

Deep Learning for Hyperspectral Data Classification through Exponential Momentum Deep Convolution Neural Networks

Table 6

Accuracy comparison of different classifier.

DatasetsMeasurementsSAE-LRRBP-SVMEFM-CNN-SVMPCA-RBP-SVM
SpatialJointSpatialJointSpatialJointSpatialJoint

PaviaOverall accuracy0.95140.98520.94550.98450.96250.98690.94480.9791
average accuracy0.94010.97320.93700.97110.95220.97900.92810.9689
Kappa coefficient0.93580.98500.92890.97940.94310.98590.92460.9758

IndianOverall accuracy0.95890.97350.95640.97220.96530.98760.95140.9701
average accuracy0.94750.96690.94120.96150.95170.97950.93750.9599
Kappa coefficient0.95940.97500.95390.94390.96050.98620.95470.9418

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