Table 2 Quantitative Evaluation of SAR-based Results on the Elephant Hill Fire (2017).
From: Near Real-Time Wildfire Progression Monitoring with Sentinel-1 SAR Time Series and Deep Learning
Sat. | Bands | Method | Seg. | Precision | Recall | OA | Kappa | F1 |
|---|---|---|---|---|---|---|---|---|
S1 | VH | logRt | Otsu | 63.34% | 97.12% | 80.73% | 0.6146 | 0.7667 |
VV | 59.42% | 93.86% | 77.78% | 0.5553 | 0.7277 | |||
VH | kmap | 60.92% | 98.53% | 79.70% | 0.5939 | 0.7480 | ||
VV | 57.98% | 97.23% | 78.17% | 0.5633 | 0.7264 | |||
VH, VV | kmap | >2 | 83.66% | 94.71% | 89.50% | 0.7899 | 0.8884 | |
VH, VV | CNN_mrg | Otsu | 90.41% | 93.36% | 94.92% | 0.8983 | 0.9467 | |
CNN_tsc_mrg | 85.89% | 99.52% | 92.74% | 0.8548 | 0.9221 |
