A CNN whose filters are learnable cosines (two parameters each) beats a comparable standard CNN on raw audio classification and, with added memory and vector quantization, posts strong results on five benchmarks.
Rawnet: Advanced end-to-end deep neural network using raw waveforms for text- independent speaker verification,
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Raw Audio Classification with Cosine Convolutional Neural Network (CosCovNN)
A CNN whose filters are learnable cosines (two parameters each) beats a comparable standard CNN on raw audio classification and, with added memory and vector quantization, posts strong results on five benchmarks.