Table 2 Quantitative comparison of different methods on the Landsat-SCD dataset, with the best results highlighted in bold.
From: Multitask semantic change detection guided by spatiotemporal semantic interaction
Method | F1scd (%) | OA (%) | Sek (%) | mIoU (%) | F1 (%) | Kappa (%) | Score (%) |
|---|---|---|---|---|---|---|---|
HRSCD-str3 | 75.86 | 91.47 | 35.57 | 79.79 | 81.28 | 87.99 | 48.84 |
HRSCD-str4 | 77.37 | 92.17 | 38.09 | 81.07 | 82.54 | 88.04 | 50.99 |
BiSRNet | 62.79 | 87.93 | 17.20 | 69.99 | 68.85 | 72.29 | 33.03 |
SCanNet | 84.38 | 94.37 | 49.26 | 84.82 | 86.33 | 91.78 | 59.93 |
HGINet | 71.67 | 90.07 | 28.56 | 76.20 | 77.16 | 83.62 | 42.85 |
STSP-Net | 84.72 | 94.52 | 49.92 | 85.10 | 86.59 | 91.60 | 60.47 |
Our | 91.64 | 96.97 | 67.60 | 91.26 | 92.48 | 95.91 | 74.70 |
