Research Article

A High-Precision Classification Method of Mammary Cancer Based on Improved DenseNet Driven by an Attention Mechanism

Table 4

Classification accuracy of different models for images with different magnifications.

Network modelThe experimental typeAccuracy of different magnification (%)
40x100x200x400x

DenseNet121Binary classification90.9090.0191.9191.66
Multiclass classification82.2479.1981.2383.30

MFSCNet ABinary classification99.5199.4699.8999.05
Multiclass classification97.1394.3698.4195.96

MFSCNet BBinary classification98.9798.5598.0699.32
Multiclass classification93.0193.7394.0591.76

MFSCNet CBinary classification99.3699.0599.0098.81
Multiclass classification92.9192.0391.4792.51