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.
| Model | Normal (/total) | Inflammation (/total) | Polyp (/total) | Cancer (/total) | Accuracy (%) |
| AlexNet-tl | 89/120 | 56/110 | 79/110 | 31/95 | 58.62 | VGG16-tl | 119/120 | 72/110 | 87/110 | 82/95 | 82.76 | VGG19-tl | 106/120 | 52/110 | 91/110 | 67/95 | 72.64 | ResNet50-tl | 115/120 | 106/110 | 102/110 | 88/95 | 94.48 | ResNet101-tl | 111/120 | 95/110 | 98/110 | 72/95 | 86.44 |
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