Intelligent Defect Identification Based on PECT Signals and an Optimized Two-Dimensional Deep Convolutional Network

Table 5

Effects of different sizes of input signals on memory.

Layer no.	224 × 224		32 × 32
	ParamI	ParamII	ParamI	ParamII
Conv1_1	224 × 224 × 64	(3 × 3 × 3) × 64	32 × 32 × 64	(3 × 3 × 3) × 64
Conv1_2	224 × 224 × 64	(3 × 3 × 64) × 64	32 × 32 × 64	(3 × 3 × 64) × 64
Pool1	112 × 112 × 64	0	16 × 16 × 64	0
Conv2_1	112 × 112 × 128	(3 × 3 × 64) × 128	16 × 16 × 128	(3 × 3 × 64) × 128
Conv2_2	112 × 112 × 128	(3 × 3 × 128) × 128	16 × 16 × 128	(3 × 3 × 128) × 128
Pool2	56 × 56 × 128	0	8 × 8 × 128	0
Conv3_1	56 × 56 × 256	(3 × 3 × 128) × 256	8 × 8 × 256	(3 × 3 × 128) × 256
Conv3_2	56 × 56 × 256	(3 × 3 × 256) × 256	8 × 8 × 256	(3 × 3 × 256) × 256
Conv3_3	56 × 56 × 2556	(3 × 3 × 256) × 256	8 × 8 × 256	(3 × 3 × 256) × 256
Pool3	28 × 28 × 256	0	4 × 4 × 256	0
Conv4_1	28 × 28 × 512	(3 × 3 × 256) × 512	4 × 4 × 512	(3 × 3 × 256) × 512
Conv4_2	28 × 28 × 512	(3 × 3 × 512) × 512	4 × 4 × 512	(3 × 3 × 512) × 512
Conv4_3	28 × 28 × 512	(3 × 3 × 512) × 512	4 × 4 × 512	(3 × 3 × 512) × 512
Pool4	14 × 14 × 512	0	2 × 2 × 512	0
Conv5_1	14 × 14 × 512	(3 × 3 × 512) × 512	2 × 2 × 512	(3 × 3 × 512) × 512
Conv5_2	14 × 14 × 512	(3 × 3 × 512) × 512	2 × 2 × 512	(3 × 3 × 512) × 512
Conv5_3	14 × 14 × 512	(3 × 3 × 512) × 512	2 × 2 × 512	(3 × 3 × 512) × 512
Pool5	7 × 7 × 512	0	1 × 1 × 512	0
FC1	4096	7 × 7 × 512 × 4096	512	1 × 1 × 512 × 512
FC2	4096	4096 × 4096	3	512 × 3
FC3	3	4096×3	—	—
Total	15713283	134260416	288259	14974144
	149973699		15262403