notesum.ai
Published at October 22HyperspectralViTs: Fast and Accurate methane detection on-board satellites
cs.DC
cs.AI
cs.NI
Released Date: October 22, 2024
Authors: Vít Růžička, Andrew Markham

| AUPRC ↑ | F1 ↑ | Precision ↑ | Recall ↑ | IoU ↑ | FPR by tile ↓ | |
| Baseline, mag1c + morpho. | N/A | 37.65 | 31.69 | 46.37 | 23.19 | 89.0 |
| HyperSTARCOP MF+RGB [34] | 68.10 ± 4.7 | 58.08 ± 5.3 | 48.44 ± 6.7 | 73.31 ± 2.8 | 41.12 ± 5.2 | 65.6 ± 6.7 |
| SegFormer base | 67.76 ± 2.6 | 60.26 ± 1.7 | 53.14 ± 4.9 | 70.70 ± 5.8 | 43.15 ± 1.7 | 27.2 ± 3.1 |
| SegFormer ConvUp | 78.14 ± 3.0 | 71.02 ± 3.4 | 68.72 ± 7.4 | 74.17 ± 3.2 | 55.18 ± 4.2 | 25.2 ± 7.2 |
| SegFormer ConvUpStride | 82.24 ± 2.7 | 74.27 ± 2.9 | 74.15 ± 4.0 | 74.88 ± 6.0 | 59.15 ± 3.7 | 18.4 ± 2.4 |
| EfficientViT base | 74.29 ± 7.3 | 68.40 ± 6.9 | 65.54 ± 10.3 | 72.75 ± 6.0 | 52.39 ± 7.8 | 25.0 ± 5.0 |
| EfficientViT ConvUp | 77.86 ± 3.4 | 70.89 ± 3.1 | 68.31 ± 5.8 | 74.06 ± 3.1 | 55.00 ± 3.7 | 40.2 ± 9.2 |
| EfficientViT ConvUpStride | 78.94 ± 5.3 | 72.26 ± 4.9 | 72.63 ± 6.3 | 72.19 ± 5.5 | 56.80 ± 6.0 | 31.8 ± 5.9 |