notesum.ai
Published at November 27Spectral-Spatial Transformer with Active Transfer Learning for Hyperspectral Image Classification
cs.CV
Released Date: November 27, 2024
Authors: Muhammad Ahmad1, Manuel Mazzara1, Salvatore Distefano1
Aff.: 1Not specified

| Class | Per-Class Accuracy for Training Samples | |||||
|---|---|---|---|---|---|---|
| 75 | 223 | 368 | 510 | 650 | 787 | |
| Healthy grass | 86.4217 | 95.5271 | 96.3258 | 97.2843 | 98.0830 | 98.4025 |
| Stressed grass | 97.4481 | 99.5215 | 98.8835 | 97.9266 | 99.0430 | 99.5215 |
| Synthetic grass | 93.1034 | 95.1149 | 91.0919 | 93.1034 | 98.2758 | 100 |
| Trees | 95.0160 | 97.2668 | 94.3729 | 97.1061 | 99.1961 | 97.9099 |
| Soil | 100 | 99.8389 | 100 | 100 | 100 | 100 |
| Water | 49.3827 | 83.9506 | 90.7407 | 93.8271 | 95.6790 | 98.1481 |
| Residential | 57.8864 | 73.1861 | 90.2208 | 93.8485 | 94.4794 | 94.4794 |
| Commercial | 62.3794 | 61.2540 | 83.9228 | 94.0514 | 95.1768 | 95.9807 |
| Road | 60.8626 | 90.5750 | 96.3258 | 96.1661 | 96.4856 | 97.9233 |
| Highway | 93.3224 | 83.3876 | 88.9250 | 98.5342 | 98.8599 | 100 |
| Railway | 35.5987 | 95.1456 | 92.8802 | 96.4401 | 98.8673 | 99.0291 |
| Parking Lot 1 | 53.8087 | 75.8508 | 85.0891 | 91.0858 | 91.0858 | 97.5688 |
| Parking Lot 2 | 1.7094 | 23.0769 | 46.5811 | 66.6666 | 68.8034 | 77.7777 |
| Tennis Court | 85.0467 | 91.1214 | 100 | 98.1308 | 99.5327 | 100 |
| Running Track | 93.3333 | 100 | 100 | 100 | 100 | 97.8787 |
| Train (s) | 50.52 | 44.63 | 44.98 | 44.34 | 44.96 | 47.39 |
| Test (s) | 4.43 | 3.45 | 3.45 | 3.35 | 3.44 | 3.44 |
| Flops | 110336 | |||||
| Param | 836559 | |||||