Table 3 Quantitative and performance comparison of different methods on the Hi-UCD min dataset, with the best results highlighted in bold.
From: Multitask semantic change detection guided by spatiotemporal semantic interaction
Method | F1scd (%) | OA (%) | Sek (%) | mIoU (%) | Score (%) | Params (Mb) | FLOPs (Gbps) | Inference time (s) |
|---|---|---|---|---|---|---|---|---|
HRSCD-str3 | 41.48 | 86.08 | 6.50 | 64.09 | 23.78 | 12.77 | 42.94 | 136.91 |
HRSCD-str4 | 44.63 | 86.46 | 10.09 | 67.29 | 27.25 | 13.71 | 43.97 | 146.01 |
BiSRNet | 40.79 | 86.01 | 7.27 | 65.19 | 24.65 | 23.38 | 190.30 | 139.54 |
SCanNet | 43.63 | 86.00 | 9.39 | 66.40 | 26.49 | 27.90 | 264.95 | 203.80 |
HGINet | 38.13 | 85.34 | 4.94 | 63.47 | 22.50 | 27.70 | 50.64 | 101.01 |
STSP-Net | 39.38 | 83.63 | 6.06 | 62.59 | 23.02 | 29.73 | 244.51 | 115.53 |
Our | 54.35 | 87.98 | 15.09 | 69.66 | 31.46 | 26.78 | 244.04 | 109.91 |
