Research Article
Remote Sensing Landslide Recognition Based on Convolutional Neural Network
Table 4
Results of the comparison between CNN, SVM, NBC, and GBM.
| Evaluation parameter | CNN | SVM | GBM | NBC | RGB (%) | 4 bands + NDVI (%) | RGB (%) | 4 bands + NDVI (%) | RGB (%) | 4 bands + NDVI (%) | RGB (%) | 4 bands + NDVI (%) |
| Accuracy | 96.45 | 97.69 | 96.15 | 96.98 | 95.36 | 97.03 | 90.16 | 87.67 | Precision | 33.64 | 63.63 | 17.92 | 40.17 | 19.78 | 48.44 | 12.72 | 65.90 | Recall | 68.23 | 78.87 | 71.93 | 80.16 | 40.96 | 73.83 | 8.28 | 20.79 | F-measure | 45.06 | 70.44 | 28.69 | 53.52 | 26.68 | 58.50 | 10.03 | 31.61 |
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