Research Article

[Retracted] Multidimensional CNN-Based Deep Segmentation Method for Tumor Identification

Table 1

2D-ResUNet and 3D-ResUNet network structures.

Network layer2D-ResUNet3D-ResUNet
Feature map sizeNetwork layer sizeFeature map sizeNetwork layer size

Input
Residual structure 1
Max pooling layer 1 max pooling max pooling
Residual structure 2
Max pooling layer 2 max pooling max pooling
Residual structure 3
Max pooling layer 3 max pooling max pooling
Residual structure 4
Max pooling layer 4 max pooling max pooling
Residual structure 5
Deconvolution 1, -[residual structure 4], -[residual structure 4]
Deconvolution 2, -[residual structure 3], -[residual structure 3]
Deconvolution 3, -[residual structure 2], -[residual structure 2]
Deconvolution 4, -[residual structure 1], -[residual structure 1]
Convolutional layer, 2, 2