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Fig 1.

Overall workflow diagram of the automatic epilepsy detection system.

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Table 1.

Experimental data overview table.

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Fig 2.

Flow chart of epilepsy automatic recognition and detection system.

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Fig 3.

Training optimization flow chart.

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Table 2.

Performance indicators using CWT.

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Table 3.

Performance indicators using STFT.

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Fig 4.

Confusion matrix using CWT.

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Fig 5.

Confusion matrix using STFT.

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Table 4.

CWT subject-independent validation.

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Table 5.

STFT subject-independent validation.

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Fig 6.

Original normal signal.

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Fig 7.

Original abnormal signal.

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Fig 8.

STFT time-frequency comparison chart.

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Fig 9.

CWT time-frequency comparison chart.

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Table 6.

Performance comparison with state-of-the-art methods on CHB-MIT Dataset.

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Table 6 Expand