Research Article
[Retracted] Enhanced Watershed Segmentation Algorithm-Based Modified ResNet50 Model for Brain Tumor Detection
Table 4
Numerical results for different ratios of training, test, and validation sets after augmentation.
| Case no. | Training set | Test set | Validation set | Numerical results | Accuracy | Precision | Sensitivity | Specificity | % | Image count | % | Image count | % | Image count | Test | Val. | Test | Val. | Test | Val. | Test | Val. |
| Case 1 | 75 | 193 | 20 | 50 | 5 | 10 | 0.90 | 0.92 | 0.84 | 1 | 0.94 | 83 | 0.96 | 80 | Case 2 | 80 | 203 | 10 | 25 | 10 | 25 | 0.66 | 0.84 | 0.74 | 0.62 | 0.90 | 0.76 | 0.92 | 0.71 | Case 3 | 75 | 193 | 15 | 35 | 10 | 25 | 0.89 | 0.87 | 0.97 | 0.80 | 0.75 | 0.97 | 0.85 | 0.97 |
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