Research Article
Multiclassification of Endoscopic Colonoscopy Images Based on Deep Transfer Learning
Table 4
Classification results of traditional deep learning model based on data enhancement.
| | Model | Normal (/total) | Inflammation (/total) | Polyp (/total) | Cancer (/total) | Accuracy (%) |
| | AlexNet | 81/120 | 47/110 | 69/110 | 23/95 | 50.57 | | VGG16 | 112/120 | 67/110 | 79/110 | 76/95 | 76.78 | | VGG19 | 101/120 | 47/110 | 83/110 | 61/95 | 67.13 | | ResNet50 | 109/120 | 97/110 | 96/110 | 79/95 | 87.59 | | ResNet101 | 106/120 | 88/110 | 90/110 | 63/95 | 79.77 |
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