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. 2022 Mar 14;13:822666. doi: 10.3389/fgene.2022.822666

TABLE 3.

Brain tumour detection using traditional ML methods.

Authors Algorithm Dataset Accuracy (%) XAI
Martinez et al. (2020) Random Forest BraTs Dataset 76 No
Minz and Mahobiya (2017) Adaboost Classifier BraTs Dataset 89.90 No
Abdalla and Esmail (2018) Back-Propagation Network MRI Images 99 No
Asodekar and Gore (2019) Random Forest BraTs Dataset 81.90 No
Asodekar and Gore (2019) SVM BraTs Dataset 78.57 No
Proposed model Dual-Input CNN MRI Images 94.64 Yes