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Impact Evaluation of Sound Dataset Augmentation and Synthetic Generation upon Classification Accuracy

We investigate the impact of dataset augmentation and synthetic generation techniques on the accuracy of supervised audio classification based on state-of-the-art neural networks used as classifiers. Dataset augmentation techniques are applied upon the raw sound and its transformed image format. Spe...

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Hauptverfasser: Eleni Tsalera, Andreas Papadakis, Gerasimos Pagiatakis, Maria Samarakou
Format: Artigo
Sprache:Inglês
Veröffentlicht: MDPI AG 2025-09-01
Schriftenreihe:Journal of Sensor and Actuator Networks
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Online-Zugang:https://www.mdpi.com/2224-2708/14/5/91
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