Table 5 Experiment results on OHID-1 and other HSI datasets.
From: OHID-1: A New Large Hyperspectral Image Dataset for Multi-Classification
Datasets | EVALUATION METRIC | 1DCNN | 2DCNN | 3DCNN | CDCNN | DBMA | DBDA | SVM | SSSAN | CVSSN | HyLITE |
---|---|---|---|---|---|---|---|---|---|---|---|
Indian Pines | OA | 0.861 | 0.917 | 0.84 | 0.623 | 0.932 | 0.954 | 0.694 | 0.956 | 0.981 | 0.983 |
AA | 0.916 | 0.93 | 0.904 | 0.509 | 0.877 | 0.965 | 0.656 | 0.957 | 0.959 | 0.969 | |
kappa | 0.838 | 0.902 | 0.814 | 0.559 | 0.922 | 0.947 | 0.647 | 0.95 | 0.978 | 0.980 | |
Pavia university | OA | 0.918 | 0.968 | 0.971 | 0.877 | 0.947 | 0.96 | 0.843 | 0.998 | 0.999 | 0.991 |
AA | 0.925 | 0.969 | 0.97 | 0.824 | 0.955 | 0.965 | 0.83 | 0.998 | 0.998 | 0.988 | |
kappa | 0.891 | 0.957 | 0.961 | 0.836 | 0.93 | 0.947 | 0.788 | 0.997 | 0.998 | 0.989 | |
Salinas Valley | OA | 0.911 | 0.936 | 0.882 | 0.778 | 0.954 | 0.975 | 0.881 | 0.985 | 0.997 | 0.964 |
AA | 0.964 | 0.974 | 0.951 | 0.799 | 0.963 | 0.98 | 0.915 | 0.993 | 0.998 | 0.984 | |
kappa | 0.901 | 0.928 | 0.868 | 0.755 | 0.949 | 0.972 | 0.867 | 0.983 | 0.997 | 0.960 | |
WHU-Hi-Hanchuan | OA | 0.792 | 0.869 | 0.854 | 0.678 | 0.838 | 0.857 | 0.707 | 0.985 | 0.991 | 0.952 |
AA | 0.754 | 0.856 | 0.833 | 0.429 | 0.78 | 0.821 | 0.506 | 0.983 | 0.986 | 0.889 | |
kappa | 0.759 | 0.848 | 0.83 | 0.615 | 0.809 | 0.831 | 0.655 | 0.983 | 0.989 | 0.943 | |
WHU-Hi-Longkou | OA | 0.918 | 0.969 | 0.963 | 0.967 | 0.993 | 0.996 | 0.949 | 0.96 | 0.999 | 0.989 |
AA | 0.925 | 0.973 | 0.958 | 0.924 | 0.979 | 0.989 | 0.885 | 0.886 | 0.997 | 0.977 | |
kappa | 0.891 | 0.96 | 0.951 | 0.956 | 0.991 | 0.995 | 0.934 | 0.948 | 0.998 | 0.986 | |
WHU-Hi-Honghu | OA | 0.742 | 0.887 | 0.841 | 0.778 | 0.888 | 0.899 | 0.757 | 0.986 | 0.993 | 0.946 |
AA | 0.726 | 0.88 | 0.84 | 0.464 | 0.831 | 0.879 | 0.538 | 0.97 | 0.983 | 0.870 | |
kappa | 0.687 | 0.858 | 0.804 | 0.716 | 0.859 | 0.873 | 0.684 | 0.982 | 0.991 | 0.931 | |
OHID-1 | OA | 0.592 | 0.663 | 0.615 | 0.724 | 0.736 | 0.74 | 0.691 | 0.895 | 0.903 | 0.869 |
AA | 0.616 | 0.687 | 0.648 | 0.562 | 0.601 | 0.61 | 0.543 | 0.836 | 0.886 | 0.698 | |
kappa | 0.501 | 0.583 | 0.529 | 0.653 | 0.67 | 0.675 | 0.614 | 0.855 | 0.864 | 0.798 |