Table 7 Results of Dataset Comparison.
Model | Dataset | Number | Precision | Recall | IoU | F1 score | mIoU | OA |
|---|---|---|---|---|---|---|---|---|
DeepLabv3+ | Bijie | 770 | 22.147% | 45.389% | 17.483% | 59.380% | 48.830% | 80.977% |
Sichuan and Surrounding Areas Landslide Dataset | 59 | 35.580% | 67.124% | 30.280% | 69.312% | 57.854% | 86.295% | |
HR-GLDD | 1119 | 9.733% | 35.746% | 8.282% | 46.577% | 36.019% | 64.909% | |
Landslide4Sense | 3799 | 69.222% | 1.005% | 1.000% | 48.678% | 46.080% | 91.168% | |
UAV | 11972 | 71.714% | 53.151% | 43.806% | 78.812% | 68.733% | 93.958% | |
SAT | 6762 | 58.984% | 29.589% | 24.449% | 67.468% | 58.061% | 91.892% | |
SAT + UAV | 18734 | 66.741% | 60.219% | 46.319% | 79.963% | 69.885% | 93.801% |
