Automatic Building Extraction on Satellite Images Using Unet and ResNet50

Table 6

Experimental results on Inria aerial image labeling dataset [45].

Methods	Metrics	Austin	Chicago	Kitsap	Tyrol-w	Vienna	Overall
FCN-8s	IoU	67.98	67.98	53.17	68.13	72.03	98.05
	Acc.	95.47	95.47	99.01	97.52	92.38	95.16
FCN-8s-SCA	IoU	72.85	72.85	64.97	73.20	73.26	71.76
	Acc.	96.19	96.19	99.25	97.94	92.49	95.65
GAN-SCA	IoU	78.51	70.10	66.42	76.84	77.24	74.92
	Acc.	96.90	92.86	99.27	98.14	93.46	96.13