Deep convolutional neural networks for predominant instrument recognition in polyphonic music

Y Han, J Kim, K Lee - IEEE/ACM Transactions on Audio …, 2016 - ieeexplore.ieee.org
… In Section II, we introduce emerging deep neural network techniques in the MIR field.
Next, the system architecture Section includes audio preprocessing, the proposed …

Predominant instrument recognition in polyphonic music using convolutional recurrent neural networks

CR Lekshmi, R Rajan - International Symposium on Computer Music …, 2021 - Springer
… of lead instruments is a challenging task in the field of music … paper, predominant instrument
recognition in polyphonic music is addressed using convolutional recurrent neural networks (…

[PDF][PDF] Predominant Instrument Recognition in Polyphonic Music Using Convolutional Recurrent Neural Networks

L CR, R Rajan - CMMR, 2021 - hal.science
… In this paper, predominant instrument recognition in polyphonic music is addressed using
convolutional recurrent neural networks (CRNN) through Mel-spectrogram, modgdgram, and …

Instrument Recognition in Polyphonic Music Using Convolutional Recurrent Neural Networks

BR Kilambi, AR Parankusham, SK Tadepalli - Proceedings of International …, 2021 - Springer
… is difficult and inaccurate using conventional methods. In this paper, a framework is presented
for predominant instrument recognition in real-world polyphonic music. The framework …

Deep convolutional and recurrent networks for polyphonic instrument classification from monophonic raw audio waveforms

K Avramidis, A Kratimenos, C Garoufis… - ICASSP 2021-2021 …, 2021 - ieeexplore.ieee.org
… easier through waveforms, while predominant instruments, like … to exploit a recurrent neural
network when fed with raw … the recognition performance of predominant instruments. Finally, …

[PDF][PDF] Instrument Activity Detection in Polyphonic Music using Deep Neural Networks.

S Gururani, C Summers, A Lerch - ISMIR, 2018 - ismir2018.ismir.net
instrument tagging system which would work on the track level. This paper proposes a deep
neural networkbased IAD system trained using … with 1 or more predominant instruments. We …

Music instrument recognition using deep convolutional neural networks

A Solanki, S Pandey - International Journal of Information Technology, 2022 - Springer
neural network such as recurrent neural networkInstrument Recognition in Polyphonic
Music [14] is accomplished. In this work a convolution neural network is used for the predominant

[PDF][PDF] A single predominant instrument recognition of polyphonic music using CNN-based timbre analysis

D Kim, TT Sung, SY Cho, G Lee… - International Journal of …, 2018 - academia.edu
… Forward one uses Recurrent Neural Network (RNN) and summing entire signal sizes to
create time-dependent voice signal, which is difficult to interpret. Later one is transforming the …

Exploring Neural Networks for Musical Instrument Identification in Polyphonic Audio

M Blaszke, G Korvel, B Kostek - IEEE Intelligent Systems, 2024 - ieeexplore.ieee.org
predominant trends in complex musical instrument sound identification: one emphasizes …
of musical instruments were used. This concerns a convolutionalrecurrent neural network (…

Deep Convolutional Neural Networks for Predominant Instrument Recognition in Polyphonic Music Using Discrete Wavelet Transform

SK Dash, SS Solanki, S Chakraborty - Circuits, Systems, and Signal …, 2024 - Springer
music. The most important MIR subtask, the predominant instrument recognition in polyphonic
music … Identifying the predominating instruments among several instruments being played …