Hyperspectral Image Classification on Indian Pines to Houston Knowledge Transfer (test)
82.82Overall Accuracy (OA)Ours (CKI)
Evaluation Results
| Method | Links | ||||||||||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Ours (CKI)source_dataset=Indian Pines2025.12 | 82.82 | 77.4 | 94.55 | 75.25 | 94.22 | 99.53 | 86.01 | 80.88 | 82.81 | 58.64 | 92.76 | 79.7 | 76.27 | 88.42 | 83 | 67.44 | 82.46 | 81.37 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ONEsource_dataset=Indian Pines2025.12 | 81.73 | 76.92 | 96.9 | 74.06 | 97.25 | 98.86 | 81.12 | 83.02 | 76.07 | 79.23 | 51.74 | 86.15 | 68.78 | 85.96 | 91.09 | 86.05 | 82.21 | 80.18 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ADGKT2025.12 | 81.64 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 89 | 79.1 | 77.46 | 88.65 | 93.48 | 84.56 | 91.68 | 94.99 | 70.48 | 72.37 | 75.71 | 96.91 | 93.49 | 84.24 | 100 | 100 | 100 | 100 | |
| Adaptorsource_dataset=Indian Pines2025.12 | 80.53 | 69.99 | 95.39 | 75.64 | 95.74 | 98.11 | 69.23 | 77.71 | 85.28 | 86.87 | 62.93 | 79.32 | 67.72 | 72.63 | 73.68 | 65.33 | 78.37 | 78.84 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FFLsource_dataset=Indian Pines2025.12 | 80.45 | 76.35 | 97.65 | 79.8 | 96.59 | 99.15 | 80.42 | 83.86 | 68.57 | 67.61 | 66.12 | 78.08 | 66.57 | 89.47 | 87.04 | 79.7 | 81.13 | 78.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| UANsource_dataset=Indian Pines2025.12 | 79.85 | 71.89 | 95.21 | 64.75 | 96.12 | 100 | 77.62 | 83.77 | 78.44 | 64.78 | 66.51 | 80.83 | 68.2 | 84.21 | 88.07 | 71.88 | 79.49 | 78.15 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Baseline2025.12 | 79.24 | 74.55 | 89.85 | 54.65 | 91.66 | 99.53 | 77.62 | 78.82 | 83.38 | 82.34 | 62.36 | 70.97 | 71.47 | 90.18 | 81.38 | 69.13 | 78.53 | 77.52 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Finetunesource_dataset=Indian Pines2025.12 | 77.87 | 73.03 | 92.01 | 80.79 | 88.73 | 99.81 | 65.03 | 72.2 | 87.27 | 78.94 | 55.5 | 78.56 | 58.5 | 84.56 | 88.26 | 54.55 | 77.18 | 75.98 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MTLsource_dataset=Indian Pines2025.12 | 77.65 | 75.59 | 95.21 | 60.2 | 89.2 | 99.43 | 83.22 | 84.24 | 77.59 | 63.36 | 51.74 | 73.72 | 73.2 | 84.21 | 90.28 | 65.75 | 77.84 | 75.77 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FFL2025.12 | 73.45 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 85.17 | 70.17 | 58.53 | 83.29 | 95.11 | 82.77 | 79.34 | 94.08 | 61.33 | 60.26 | 74.65 | 98.77 | 93.17 | 81.52 | 100 | 100 | 100 | 100 | |
| Adaptor2025.12 | 73.24 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 82.78 | 69.65 | 61.27 | 83.16 | 91.3 | 81.43 | 80.77 | 93.17 | 69.93 | 66.67 | 47.7 | 88.27 | 83.52 | 83.94 | 93.33 | 100 | 100 | 100 | |
| Finetune2025.12 | 72.08 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 81.67 | 68.23 | 64.09 | 72.7 | 90.22 | 82.33 | 75.61 | 90.66 | 55.12 | 65.34 | 59.22 | 97.53 | 91.8 | 72.42 | 100 | 89.74 | 100 | 100 | |
| ONE2025.12 | 71.78 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 84.08 | 68.28 | 62.21 | 83.93 | 93.48 | 78.3 | 85.08 | 92.71 | 66.56 | 56.99 | 68.44 | 95.68 | 81.03 | 78.48 | 100 | 100 | 100 | 100 | |
| MTL2025.12 | 67.56 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 81.93 | 63.79 | 55.63 | 68.11 | 95.65 | 83.45 | 79.2 | 94.31 | 63.4 | 50.95 | 66.31 | 94.44 | 81.83 | 77.58 | 100 | 100 | 100 | 100 | |
| UAN2025.12 | 63.49 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 79.43 | 59.41 | 48.77 | 65.69 | 89.13 | 78.97 | 66.86 | 94.08 | 66.56 | 41.52 | 71.45 | 91.98 | 83.04 | 77.58 | 97.78 | 97.44 | 100 | 100 |