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From Masking to Merging: Rethinking SpecAugment for Efficient Audio Spectrogram Transformer

Park, Minhee et al.
arXiv (OAI Expanded) · Papers
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audio-and-speech-processingsound
This paper proposes SpecAugment-Patch Merging, a simple yet effective method to accelerate Audio Spectrogram Transformer (AST) training. We first apply SpecAugment to mask input spectrograms at the patch level, and after positional embeddings are added, the method selects r pairs of masked patches a
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