基于Inception-V3模型的高分遥感影像场景分类

蔡之灵, 翁谦, 叶少珍, 简彩仁

Remote sensing image scene classification based on Inception-V3

CAI Zhiling, WENG Qian, YE Shaozhen, JIAN Cairen

表2 各类方法分类test_accuracy对比

Tab.2 Comparison of classification accuracy(%)

方法	test_accuracy		方法	test_accuracy
方法	AID	NWPU-RESISC45	方法	AID	NWPU-RESISC45
LBP	26.26±0.52	21.74±0.18	SPM+CH	41.27±0.49	41.82±0.21
CH	34.29±0.40	27.52±0.14	VLAD+CH	44.78±0.28	50.57±0.48
SIFT	13.24±0.74	11.48±0.21	AlexNet	86.34±0.43	79.24±0.10
GIST	30.61±0.63	17.88±0.22	VGG-16	86.87±0.41	82.21±0.32
BoVW+CH	47.77±0.52	49.87±0.23	GooLeNet	83.84±0.36	78.47±0.28
IFK+CH	64.83±0.42	66.47±0.27	ResNet50	89.70±1.05	88.35±0.49
LLC+CH	49.36±0.57	46.81±0.30	Inception-V3	94.18±0.40	93.40±0.28
pLSA+CH	42.87±0.54	41.97±0.43	Inception-L1	94.44±0.23	93.95±0.15