Residential scene classification for gridded population sampling in developing countries using deep convolutional neural networks on satellite imagery

Table 7 Residential scene classification accuracy across studies using deep CNNs transfer learning models

References	Scene class	Dataset	# Classes	Accuracy (%)	Relative scene accuracy ranking
Hu et al. [43]	Sparse Residential	UC Merced	21	85	19 of 21*
	Med. Residential	UC Merced	21	85	19 of 21*
	Dense Residential	UC Merced	21	90	17 of 21**
Han et al. [42]	Sparse Residential	UC Merced	21	95	12 of 21***
	Med. Residential	UC Merced	21	90	19 of 21****
	Dense Residential	UC Merced	21	85	21 of 21
	Residential	SIRI-WHU	12	93	10 of 12*****
	Residential	WHU-RS	19	88	19 of 19
Chew et al. (in this study)	Residential	Nigeria	2	94.5	NA
Chew et al. (in this study)	Residential	Guatemala	2	96.4	NA

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