Detection and Analysis of Human Cells Based on Artificial Neural Network

Table 1

Design of parameter table of nuclear detection model based on spatial information.

Number of layers	Category	Filter size	Input/output dimensions
0	Input		27 × 27 × 1
1	conv1	4 × 4 × 1 × 36	24 × 24 × 36
2	pooling1	2 × 2	12 × 12 × 36
3	conv2	3 × 3 × 36 × 48	10 × 10 × 48
4	pooling2	2 × 2	5 × 5 × 48
5	Fully-connected1	5 × 5 × 48 × 512	1 × 512
6	Fully-connected2	1 × 1 × 512 × 512	1 × 512
7	sconv1	1 × 1 × 512 × 3	1 × 3
8	sconv2		11 × 11