Remote Sensing Landslide Recognition Based on Convolutional Neural Network

Table 3

Results of the comparison between CNN, SVM, GBM, and NBC.

Evaluation parameter	CNN			SVM			GBM			NBC
	1 band (%)	RGB (%)	4 bands + NDVI (%)	1 band (%)	RGB (%)	4 bands + NDVI (%)	1 band (%)	RGB (%)	4 bands + NDVI (%)	1 band (%)	RGB (%)	4 bands + NDVI (%)
Accuracy	89.02	98.52	98.98	88.43	98.48	98.83	87.67	98.32	98.85	60.40	83.20	97.84
Precision	20.9	91.64	93.82	30.54	93.23	94.66	37.71	92.22	94.72	82.66	89.50	95.04
Recall	51.91	94.95	96.89	47.13	93.19	94.85	43.85	92.74	94.99	19.66	38.98	83.41
F-measure	29.80	93.27	95.33	37.06	93.21	94.75	40.55	92.485	94.85	31.76	54.31	88.85