Research Article

Multiclassification of Endoscopic Colonoscopy Images Based on Deep Transfer Learning

Table 5

Classification results of deep transfer learning model based on data enhancement.

ModelNormal (/total)Inflammation (/total)Polyp (/total)Cancer (/total)Accuracy (%)

AlexNet-tl89/12056/11079/11031/9558.62
VGG16-tl119/12072/11087/11082/9582.76
VGG19-tl106/12052/11091/11067/9572.64
ResNet50-tl115/120106/110102/11088/9594.48
ResNet101-tl111/12095/11098/11072/9586.44