Effect of data leakage in brain MRI classification using 2D convolutional neural networks
Abstract In recent years, 2D convolutional neural networks (CNNs) have been extensively used to diagnose neurological diseases from magnetic resonance imaging (MRI) data due to their potential to discern subtle and intricate patterns. Despite the high performances reported in numerous studies, devel...
Hauptverfasser: | , , , , , , , , |
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Format: | Artikel |
Sprache: | English |
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Nature Portfolio
2021-11-01
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Schriftenreihe: | Scientific Reports |
Online Zugang: | https://doi.org/10.1038/s41598-021-01681-w |