Research Article

Investigating the Role of Image Fusion in Brain Tumor Classification Models Based on Machine Learning Algorithm for Personalized Medicine

Table 5

Comparison of our method with existing methods from literature.

ReferenceClassifiers nameAccuracy (%)Sensitivity (%)Precision (%)

Present studySVM, KNN, decision tree96.8097.4397.5
Masoudi S et al. 2021 [52]Resnet-101C86.3NANA
Welikala RA et al. 2020 [53]R-CNNNA89.5184.77
Anupama et al. 2019 [54]CNN-capsule network92.59396
T Nguyen et al. 2019 [55]CNN73.68NANA
Erkal B et al. 2020 [56]Multilayer perceptron97NANA