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

Table 6

Comparing the performance of the proposed systems with relevant studies.

Previous research	Accuracy (%)	Sensitivity (%)	Specificity (%)
Sharif et al. [18]	92.5	—	—
Dandu et al. [19]	90.2	—	—
Amin et al. [20]	87	92	80
Huang et al. [21]	94.53	—	—
Kaur et al. [22]	91.51	90.65	95.79
Kumar et al. [24]	92.63	92.38	93.33
Afshar et al. [42]	92.45	90.36	91.98
Bahadure et al. [43]	92.03	92.36	91.42
Toğaçar et al. [44]	87.93	84.38	92.31
Zollner et al. [45]	85	89	84
Amarapur [46]	89	85	91
Cho et al. [47]	89.81	88.89	90.74
Ghassemi et al. [48]	91.7	90.16	95.58
David et al. [49]	85	87	79
Proposed model	95.1	95.25	98.5