Table 2.

Layer specifications for ResNet-32 network.

#Layers	Hin × Win	Hout × Wout	Stride	Cin	Cout	Kernel Size	#Rows	#Columns	Pixel Size [bits]
1	32 × 32	32 × 32	1	3	16	3 × 3	27	16	24
2/11	32 × 32	32 × 32	1	16	16	3 × 3	144	16	128
RS1	32 × 32	16 × 16	2	16	28	1 × 1	16	28	128
12	32 × 32	16 × 16	2	28	28	3 × 3	252	28	224
13/21	16 × 16	16 × 16	1	28	28	3 × 3	252	28	224
RS2	16 × 16	8 × 8	2	28	56	1 × 1	28	56	224
22	16 × 16	8 × 8	2	56	56	3 × 3	504	56	448
23/31	8 × 8	8 × 8	2	56	56	3 × 3	504	56	448
FC	1 × 1	1 × 1	2	56	10	/	56	10	448