Table 1 Comparative analysis of brain tumor classification studies.
From: Brain tumor detection with real-world predictions in Jordan hospitals
Study | Methods | Dataset | Accuracy | Sensitivity | Limitations | Year |
|---|---|---|---|---|---|---|
Alaketu et al. | CNN | BraTS | 92.1% | 89.3% | Limited class types | 2023 |
Silva et al. | Hybrid CNN-SVM | Private | 94.7% | 92.8% | No external validation | 2024 |
Our Study | 7 ML Algorithms | Kaggle + Jordan | 95.8% | 93.7% | Traditional ML focus | 2025 |
