Brain Tumor Detection and Classification Using IFF-FLICM Segmentation and Optimized ELM Model

Table 15

Comparison of previous research with proposed model.

Author	Classifier	Dataset used	Accuracy (%)
Varuna Shree and Kumar [51]	Probabilistic neural network (PNN)	650 MR images	95
Rajan and Sundar [52]	Support vector machine (SVM)	41 magnetic resonance (MR) images	98
Ullah et al. [53]	Feed-forward neural network	71 magnetic resonance (MR) images	95.8
Kang et al. [54]	ELM	253 images	97.05
Díaz-Pernas et al. [55]	Multiscale CNN	3064 MR images	97.3
Our proposed method	MHS-SCA-ELM	255 images	99.12