Research Article

Application of Recurrent Neural Network Algorithm in Intelligent Detection of Clinical Ultrasound Images of Human Lungs

Table 1

VGG16 structure.

ConvNet configuration

AA-LRNBCDE
11 weight layers11 weight layers13 weight layers16 weight layers16 weight layers19 weight layers

Input (224 × 224 RGB image)
conv3-64conv3-64conv3-64conv3-64conv3-64conv3-64
LRNconv3-64conv3-64conv3-64conv3-64

Maxpool
conv3-128conv3-128conv3-128conv3-128conv3-128conv3-128
conv3-128conv3-128conv3-128conv3-128

Maxpool
conv3-256conv3-256conv3-256conv3-256conv3-256conv3-256
conv3-256conv3-256conv3-256conv3-256conv3-256conv3-256
conv1-256conv3-256conv3-256
conv3-256

Maxpool
conv3-512conv3-512conv3-512conv3-512conv3-512conv3-512
conv3-512conv3-512conv3-512conv3-512conv3-512conv3-512
conv1-512conv3-512conv3-512
conv3-512

Maxpool
conv3-512conv3-512conv3-512conv3-512conv3-512conv3-512
conv3-512conv3-512conv3-512conv3-512conv3-512conv3-512
conv1-512conv3-512conv3-512
conv3-512

Maxpool

FC-4096
FC-4096
FC-1000
Soft-max