Research Article

Early Diagnosis of Brain Tumour MRI Images Using Hybrid Techniques between Deep and Machine Learning

Table 4

Results of diagnosing brain tumours using deep learning models and hybrid deep and machine learning techniques.

ClassifierDeep learningHybrid deep and machine learning techniques
AlexNetResNet-18AlexNet+SVMResNet-18+SVM

Accuracy (%)93.393.895.191.2
Sensitivity (%)9393.7595.2591.5
Specificity (%)97.597.598.597