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. 2022 Nov 11;11(11):1654. doi: 10.3390/biology11111654

Table 1.

An overview of the literature review, including past methodologies and limitations.

Authors Task Models Limitations
Tang et al. [6] Classification Backpropagation Network, Naïve
Bayes Classifier and Linear
Discriminant Analysis
i. Lack of image enhancement techniques.
ii. Artefact removal is not conducted
iii. Absence of data-augmentation technique
Vijayarajeswari et al. [7] Classification SMV i. Absence of data-augmentation technique
ii. Experimentation with various models is missing
Meselhy Eltoukhy et al.
[8]
Classification SMV i. Lack of image-enhancement techniques.
ii. Artefact removal is not conducted
iii. Absence of data-augmentation technique
iv. Experimentation with various ML models is absent
Singh et al. [9] Classification Random forest i. Lack of automatic ROI segmentation process
ii. Absence of data-augmentation techniques
Al-Hadidi et al. [10] Segmentation Classification Logistic Regression and Backpropagation Neural Network i. Lack of automatic ROI segmentation process
ii. Absence of data-augmentation techniques
iii. Experimentation with various ML models is absent