## 4 Results
### Experimental Results and Analysis
\begin{table}
\begin{tabular}{c c c c c c c c} \hline
**Class** & **SVM** & **DBDA** & **SSRN** & **CS2 DT** & **G\_A** & **MSTViT** & **Proposed** \\ \hline
1 & 18.04 \(\pm\) 11.43 & 92.63 \(\pm\) 8.85 & 44.77 \(\pm\) 39.17 & 56.51 \(\pm\) 14.91 & 56.99 \(\pm\) 30.73 & 70.42 \(\pm\) 14.93 & 92.05 \(\pm\) 14.47 \\
2 & 61.95 \(\pm\) 3.48 & 92.29 \(\pm\) 3.49 & 96.25 \(\pm\) 2.07 & 79.81 \(\pm\) 6.98 & 93.36 \(\pm\) 1.63 & 96.17 \(\pm\) 2.10 & 95.82 \(\pm\) 0.90 \\
3 & 67.82 \(\pm\) 2.89 & 93.18 \(\pm\) 4.44 & 98.20 \(\pm\) 1.10 & 75.46 \(\pm\) 4.98 & 94.40 \(\pm\) 1.68 & 94.99 \(\pm\) 2.20 & 96.68 \(\pm\) 1.78 \\
4 & 49.03 \(\pm\) 8.01 & 93.11 \(\pm\) 6.34 & 84.39 \(\pm\) 11.60 & 56.64 \(\pm\) 10.66 & 82.58 \(\pm\) 17.53 & 89.64 \(\pm\) 6.90 & 93.15 \(\pm\) 6.98 \\
5 & 86.49 \(\pm\) 2.37 & 90.36 \(\pm\) 3.83 & 93.13 \(\pm\) 3.12 & 83.86 \(\pm\) 6.30 & 88.51 \(\pm\) 6.58 & 93.62 \(\pm\) 4.21 & 94.02 \(\pm\) 2.96 \\
6 & 83.43 \(\pm\) 2.67 & 96.15 \(\pm\) 2.09 & 99.57 \(\pm\) 0.25 & 98.00 \(\pm\) 1.07 & 97.46 \(\pm\) 1.13 & 99.00 \(\pm\) 0.66 & 98.71 \(\pm\) 0.85 \\
7 & 82.20 \(\pm\) 5.59 & 94.00 \(\pm\) 8.01 & 28.70 \(\pm\) 39.43 & 68.84 \(\pm\) 22.52 & 79.45 \(\pm\) 29.97 & 85.90 \(\pm\) 14.87 & 89.28 \(\pm\) 12.78 \\
8 & 88.44 \(\pm\) 2.49 & 99.72 \(\pm\) 0.31 & 99.86 \(\pm\) 0.28 & 99.49 \(\pm\) 0.47 & 99.89 \(\pm\) 0.24 & 99.91 \(\pm\) 0.21 & 99.93 \(\pm\) 0.21 \\
9 & 66.56 \(\pm\) 25.00 & 81.23 \(\pm\) 14.69 & 30.00 \(\pm\) 40.00 & 63.25 \(\pm\) 23.51 & 69.59 \(\pm\) 30.15 & 96.36 \(\pm\) 7.10 & 90.18 \(\pm\) 15.20 \\
10 & 68.35 \(\pm\) 4.19 & 89.61 \(\pm\) 3.98 & 93.70 \(\pm\) 2.68 & 78.15 \(\pm\) 3.54 & 88.34 \(\pm\) 4.12 & 92.11 \(\pm\) 4.81 & 94.01 \(\pm\) 3.29 \\ \hline \end{tabular}
\end{table} 
Table 4: The categorized results for the IP dataset with 5% training samples. \begin{table}
\begin{tabular}{c c c c c c c c} \hline
**Class** & **SVM** & **DBDA** & **SSRN** & **CS2 DT** & **G\_A** & **MSTViT** & **Proposed** \\ \hline
1 & 88.63 \(\pm\) 2.13 & 97.16 \(\pm\) 1.69 & 96.24 \(\pm\) 2.55 & 87.41 \(\pm\) 3.08 & 95.70 \(\pm\) 1.96 & 95.03 \(\pm\) 3.37 & 98.51 \(\pm\) 1.37 \\
2 & 92.07 \(\pm\) 1.59 & 99.33 \(\pm\) 0.57 & 99.71 \(\pm\) 0.24 & 98.50 \(\pm\) 0.82 & 99.48 \(\pm\) 0.35 & 99.65 \(\pm\) 0.93 & 99.83 \(\pm\) 0.16 \\
3 & 73.64 \(\pm\) 3.51 & 77.32 \(\pm\) 15.89 & 67.66 \(\pm\) 33.99 & 51.51 \(\pm\) 5.27 & 77.97 \(\pm\) 6.79 & 78.60 \(\pm\) 6.44 & 89.91 \(\pm\) 5.51 \\
4 & 93.96 \(\pm\) 2.24 & 93.13 \(\pm\) 2.53 & 93.29 \(\pm\) 2.06 & 94.46 \(\pm\) 1.81 & 96.72 \(\pm\) 1.02 & 96.20 \(\pm\) 1.65 & 97.30 \(\pm\) 0.93 \\
5 & 96.45 \(\pm\) 2.28 & 99.52 \(\pm\) 0.61 & 99.82 \(\pm\) 0.17 & 99.42 \(\pm\) 1.40 & 99.62 \(\pm\) 0.58 & 99.77 \(\pm\) 0.25 & 99.83 \(\pm\) 0.17 \\
6 & 84.91 \(\pm\) 4.44 & 94.51 \(\pm\) 6.31 & 97.22 \(\pm\) 3.16 & 79.83 \(\pm\) 7.88 & 95.55 \(\pm\) 3.15 & 92.33 \(\pm\) 5.57 & 99.52 \(\pm\) 0.47 \\
7 & 73.66 \(\pm\) 9.94 & 88.58 \(\pm\) 7.34 & 78.29 \(\pm\) 29.22 & 63.51 \(\pm\) 6.38 & 88.75 \(\pm\) 5.20 & 85.46 \(\pm\) 9.03 & 98.73 \(\pm\) 0.72 \\
8 & 81.72 \(\pm\) 2.69 & 90.20 \(\pm\) 10.95 & 96.99 \(\pm\) 3.01 & 78.03 \(\pm\) 4.37 & 88.99 \(\pm\) 2.99 & 88.72 \(\pm\) 7.43 & 96.40 \(\pm\) 2.67 \\
9 & 99.94 \(\pm\) 0.05 & 93.75 \(\pm\) 8.54 & 99.96 \(\pm\) 0.05 & 92.83 \(\pm\) 5.29 & 96.82 \(\pm\) 3.09 & 98.79 \(\pm\) 1.32 & 99.01 \(\pm\) 0.80 \\ \hline OA (\%) & 88.70 \(\pm\) 0.77 & 95.67 \(\pm\) 1.96 & 95.95 \(\pm\) 2.61 & 89.04 \(\pm\) 1.51 & 95.89 \(\pm\) 0.55 & 95.40 \(\pm\) 1.25 & 98.57 \(\pm\) 0.41 \\ AA (\%) & 87.22 \(\pm\) 1.34 & 92.61 \(\pm\) 3.47 & 92.13 \(\pm\) 6.78 & 82.83 \(\pm\) 1.74 & 93.29 \(\pm\) 0.72 & 92.73 \(\pm\) 1.71 & 97.67 \(\pm\) 0.61 \\ \(\kappa\times\) 100 & 84.90 \(\pm\) 1.07 & 94.22 \(\pm\) 2.64 & 94.61 \(\pm\) 3.49 & 85.34 \(\pm\) 2.05 & 94.54 \(\pm\) 0.73 & 93.88 \(\pm\) 1.66 & 98.11 \(\pm\) 0.54 \\ \hline \end{tabular}
\end{table} 
Table 2: The categorized results for the PU dataset with 1% training samples.