Research Article

High-Resolution Histopathological Image Classification Model Based on Fused Heterogeneous Networks with Self-Supervised Feature Representation

Table 2

Classification performance comparison of different models on TCGA dataset.

ModelAccPrecisionRecallF1 scoreAccImp

HVGG0.7900.7910.7950.789
GoogleNet0.7800.8120.7990.779
ResNet0.8200.8270.8300.820
DenseNet0.8200.8300.8300.820

JModel 10.8600.8580.8630.8594.9%
Model 20.8400.8400.8450.8392.4%
Model 30.8500.8480.8470.8473.7%
Model 40.8800.8830.8730.8777.3%
Model 50.8900.8890.8870.8888.5%