An Efficient Method for Diagnosing Brain Tumors Based on MRI Images Using Deep Convolutional Neural Networks

Table 8

Accuracy and F1-score comparison with other previous studies.

Paper	Algorithms	Accuracy	F1-score
Díaz-Pernas et al. 2021 [18]	Multipathway CNN	99.4%	97.3%
Siddiaue et al. 2021 [16]	Proposed DCNN model	96%	97%
Abd El Kader et al. 2021 [19]	Proposed differential deep-CNN	99.25%	95.23%
Tazin et al. 2021 [20]	CNN architectures	Up to 92%	Up to 92%
This paper	CNN architectures	Up to 99.97%	Up to 97.5%