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SpliceOut: A Simple and Efficient Audio Augmentation Method
[article]
2021
arXiv
pre-print
Time masking has become a de facto augmentation technique for speech and audio tasks, including automatic speech recognition (ASR) and audio classification, most notably as a part of SpecAugment. In this work, we propose SpliceOut, a simple modification to time masking which makes it computationally more efficient. SpliceOut performs comparably to (and sometimes outperforms) SpecAugment on a wide variety of speech and audio tasks, including ASR for seven different languages using varying
arXiv:2110.00046v2
fatcat:oxpxaw7iorbexi3zwv63nihg4i