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Fig 1.

Block diagram of the Mask R-CNN- GLCM.

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Fig 2.

Figshare dataset.

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Fig 3.

Tumor class distribution in Figshare dataset.

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Fig 4.

Pre-processing images of brain tumor.

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Fig 5.

Architecture of the Mask R-CNN.

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Fig 6.

MLP Architecture diagram.

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Table 1.

Comparison of models across metrics.

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Fig 7.

Comparison of models across metrics.

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Table 2.

Processing time analysis for proposed method with existing system.

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Fig 8.

Processing time analysis for proposed method.

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Fig 9.

Training validation loss and accuracy analysis.

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Fig 10.

Ablation study of accuracy brain tumor identification methods.

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Table 3.

The proposed method was compared to other methods.

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Table 3 Expand

Fig 11.

The proposed method was compared to other methods.

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