Fish Detection Using Deep Learning

Table 1

Parameters in CNN model with image segmentation.

Layer	Input size	Filter size	Stride	Output size
Conv. 1		[7 × 7 × 3 × 64]	2
Maxpool 1		[2 × 2]	2
Conv. 2		[3 × 3 × 32 × 192]	1
Maxpool 2		[2 × 2]	2
Conv. 3		[3 × 3 × 128 × 256]	1
Conv. 4		[3 × 3 × 128 × 256]	1
Conv. 5		[1 × 1 × 256 × 256]	1
Conv. 6		[3 × 3 × 256 × 512]	1
Maxpool 3		[2 × 2]	2
Conv. 7		[1 × 1 × 256 × 256]	1
Conv. 8		[1 × 1 × 256 × 256]	1
Conv. 9		[1 × 1 × 256 × 256]	1
Conv. 10		[1 × 1 × 256 × 256]	1
Conv. 11		[3 × 3 × 256 × 512]	1
Conv. 12		[3 × 3 × 512 × 512]	1
Conv. 13		[3 × 3 × 512 × 512]	1
Conv. 14		[3 × 3 × 512 × 512]	1
Conv. 15		[1 × 1 × 512 × 512]	1
Conv. 16		[3 × 3 × 512 × 1024]	1
Maxpool 4		[2 × 2]	2
Conv. 17		[1 × 1 × 512 × 256]	1
Conv. 18		[3 × 3 × 256 × 1024]	1
Conv. 19		[1 × 1 × 1024 × 512]	1
Conv. 20		[3 × 3 × 512 × 1024]	1
Conv. 21		[3 × 3 × 512 × 1024]	1
Conv. 22		[3 × 3 × 1024 × 1024]	1
Conv. 23		[3 × 3 × 1024 × 1024]	2
Conv. 24		[3 × 3 × 1024 × 1024]	1
Fully conn.1		[1024 × 4]	Multi	[1 × 4096]
Fully conn. 2	[1 × 4096]	[4096 × 7 × 7 × 30]	Multi	[7 × 7 × 30]