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Loss Functions in Audio ML

soundsandwords.io · published 6 September 2021

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https://benanne.github.io/2020/03/24/audio-generation.html
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https://paperswithcode.com/method/griffin-lim-algorithm
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https://en.wikipedia.org/wiki/Equal-loudness_contour
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https://librosa.org/doc/main/generated/librosa.effects.preemphasis.html
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https://speechpy.readthedocs.io/en/latest/content/preprocessing.html
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https://theaisummer.com/skip-connections/
theaisummer.com
https://en.wikipedia.org/wiki/Dynamic_time_warping
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https://github.com/mblondel/soft-dtw
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https://mathworld.wolfram.com/FrobeniusNorm.html
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https://en.wikipedia.org/wiki/Mel_scale
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http://siggigue.github.io/pyfilterbank/melbank.html
siggigue.github.io
https://librosa.org/doc/main/generated/librosa.filters.mel.html
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https://en.wikipedia.org/wiki/Cocktail_party_effect
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https://en.wikipedia.org/wiki/Sound_pressure
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https://en.wikipedia.org/wiki/Signal-to-noise_ratio
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https://arxiv.org/abs/1811.02508
arxiv.org
https://asteroid-team.github.io/asteroid/package_reference/losses.html
asteroid-team.github.io
https://ruder.io/transfer-learning/
ruder.io
https://www.cv-foundation.org/openaccess/content_cvpr_2016/papers/Gatys_Image_Style_Transfer_CVPR_2016_paper.pdf
cv-foundation.org
https://labs.imaginea.com/shabda-a-neural-speech-denoiser/
labs.imaginea.com
https://arxiv.org/abs/1802.06182
arxiv.org
https://mosheman5.github.io/timbre_painting/
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http://research.google.com/audioset/
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https://github.com/pranaymanocha/PerceptualAudio
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https://github.com/adrienchaton/PerceptualAudio_pytorch
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https://en.wikipedia.org/wiki/Perceptual_Evaluation_of_Speech_Quality
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https://github.com/csteinmetz1/auraloss
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https://operata.com/blog/polqa-vs-pesq
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