Multispectral Image: Rome, Italy, QuickBird satellite
1) Size: 972x1188x5
rome_training (77542 vectors)
rome_test (697859 vectors)
LIB_SVM-matlab accuracy: 74.2646% (518262/697859)
Training time: 1725.102565 seconds
Test time: 967.503970 seconds
2) Size: 972x1188x15
Processing: SDAP on panchromatic
rome_sdap_pan_training (77542 vectors)
rome_sdap_pan_test (697859 vectors)
LIB_SVM-matlab accuracy: 95.617% (667272/697859)
Training time: 256.909655 seconds
Test time: 465.014980 seconds
3) Size: 972x1188x55
Processing: SDAP on panchromatic and multispectral
rome_sdap_all_training (77542 vectors)
rome_sdap_all_test (697859 vectors)
LIB_SVM-matlab accuracy: 97.6332% (681342/697859)
Training time: 1277.092050 seconds
Test time: 2080.735609 seconds
Parameters:
C=10000;
G=16;