Vision-Based Satellite Recognition and Pose Estimation Using Gaussian Process Regression

Table 4

Satellite recognition results and comparison with deep learning methods.

Dataset	Method	Accuracy (%)
BUAA-SID 1.0	DCNN [33]	86.78
	ResNet [46]	94.32
	DenseNet [47]	96.17
	Our GPR method	86.61
BUAA-SID 1.5 1D subset	DCNN [33]	100
	ResNet [46]	100
	DenseNet [47]	100
	Our GPR method	100
BUAA-SID 1.5 noise subset	DCNN [33]	99.58
	ResNet [46]	100
	DenseNet [47]	100
	Our GPR method	100
BUAA-SID 1.5 lighting subset	DCNN [33]	88.69
	ResNet [46]	100
	DenseNet [47]	100
	Our GPR method	97.593