Table 5. The summary of required GPU memory for FCN, U-Net and Hy-Net.

	FCN	U-net	Hy-Net
Number of params	$5.00$M	$15.32$M	$20.33$M
Memory of params	$19.07$MB	$58.44$MB	$77.56$M