Classification of Guitar Effects and Extraction of Their Parameter Settings from Instrument Mixes Using Convolutional Neural Networks

Author:

Hinrichs Reemt,Gerkens Kevin,Ostermann Jörn

Publisher

Springer International Publishing

Reference10 articles.

1. Comunità, M., Stowell, D., Reiss, J.D.: Guitar effects recognition and parameter estimation with convolutional neural networks. J. Audio Eng. Soc. 69(7/8), 594–604 (2021)

2. Eichas, F., Fink, M., Zölzer, U.: Feature design for the classification of audio effect units by input/output measurements. In: Proceedings of the 18th International Conference on Digital Audio Effects (DAFx-2015) (2015)

3. Lecture Notes in Electrical Engineering;M Jeevan,2017

4. Jürgens, H., Hinrichs, R., Ostermann, J.: Recognizing guitar effects and their parameter settings. In: Proceedings of the 23rd International Conference on Digital Audio Effects (DAFx2020) (2020)

5. Müller, M.: Fundamentals of Music Processing: Using Python and Jupyter Notebooks. Springer, Cham (2021). https://doi.org/10.1007/978-3-030-69808-9

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1. Blind Estimation of Audio Effects Using an Auto-Encoder Approach and Differentiable Digital Signal Processing;ICASSP 2024 - 2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP);2024-04-14

2. Blind extraction of guitar effects through blind system inversion and neural guitar effect modeling;EURASIP Journal on Audio, Speech, and Music Processing;2024-02-07

3. Application of Neural Architecture Search to Instrument Recognition in Polyphonic Audio;Artificial Intelligence in Music, Sound, Art and Design;2023

4. Convolutional neural networks for the classification of guitar effects and extraction of the parameter settings of single and multi-guitar effects from instrument mixes;EURASIP Journal on Audio, Speech, and Music Processing;2022-10-23

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