Fuzzy Cognitive Maps with Bird Swarm Intelligence Optimization-Based Remote Sensing Image Classification

Table 1

Comparative analysis of the FCMBS-RSIC technique with existing approaches under the UCM21 dataset.

Methods	Training/testing (80 : 20)			Training/testing (50 : 50)
	Precision	Recall	Accuracy	Precision	Recall	Accuracy
D-CNN	97.50	99.44	98.92	90.58	93.44	91.78
SC-CNN	95.76	97.55	97.28	89.54	91.88	90.65
VGG-VD16-SAFF	94.90	97.22	96.86	88.71	91.96	90.37
Gated BD-GF	97.11	98.53	98.26	89.37	92.56	91.34
VGG16-MSCP	96.82	98.33	98.03	89.39	92.62	91.15
LWCNN model	97.76	99.55	99.42	90.35	93.83	92.10
FCMBS-RSIC	98.12	99.67	99.63	94.12	95.32	95.27