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Fig 1.

Architecture of discriminant spectrogram local descriptors learning and codebook clustering for ECG signal.

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Fig 2.

The ECG heartbeats signal of two subjects in MITDB database.

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Fig 3.

The ECG heartbeat’s spectrogram of subject 1 in MITDB database.

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Fig 4.

The ECG heartbeat’s Spectrogram of subject 2 in MITDB database.

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Fig 5.

An illustration to show how to extract the PDV from spectrogram of ECG heartbeat.

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Fig 6.

Flowchart of DSLD for ECG representation and authentication.

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Fig 7.

ROC curves of different methods on the MITDB database.

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Table 1.

Performace of PCAD, LDAD and DSLD on MITDB database (Average recognition rate and EER).

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Table 2.

Comparison with different conventional biometric authentication methods on MITDB database.

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Table 3.

Training time and matching time per heartbeat.

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