Self-refining of pseudo labels for music source separation with noisy labeled data

J Koo, Y Chae, CB Jeon, K Lee - arXiv preprint arXiv:2307.12576, 2023 - arxiv.org
Music source separation (MSS) faces challenges due to the limited availability of correctly-
labeled individual instrument tracks. With the push to acquire larger datasets to improve …

Multiple predominant instruments recognition in polyphonic music using spectro/modgd-gram fusion

CR Lekshmi, R Rajeev - Circuits, Systems, and Signal Processing, 2023 - Springer
Identification of multiple predominant instruments in polyphonic music is addressed using
convolutional neural networks (CNN) through Mel-spectrogram, modgd-gram, and its fusion …

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
In this article, a new multi-input deep convolutional neural networks (deep-CNNs) model
architecture is addressed for the recognition of predominant instruments in polyphonic music …

Tonic Pitch Estimation in Turkish Music Using Modified Group Delay Processing

R Rajeev, MA Aiswarya - Circuits, Systems, and Signal Processing, 2024 - Springer
Group delay processing of audio signals has been extensively studied in the last decade. In
this paper, tonic estimation in Turkish makam music is addressed using modified group …

Augmentation Embedded Deep Convolutional Neural Network for Predominant Instrument Recognition

J Zhang, N Bai - Applied Sciences, 2023 - mdpi.com
Instrument recognition is a critical task in the field of music information retrieval and deep
neural networks have become the dominant models for this task due to their effectiveness …

音乐信息检索下的乐器识别综述.

裴文斌, 王海龙, 柳林, 裴冬梅 - Journal of Computer …, 2023 - search.ebscohost.com
高效精准的乐器识别技术可以有效地推动声源分离, 音乐识谱, 音乐流派分类等研究的深入发展,
可广泛应用于播放列表生成, 声学环境分类, 乐器智能教学和交互式多媒体等众多领域. 近年来 …

A novel deep learning-based multi-instrument recognition method for polyphonic music

Y Mo, J Hu, C Bao, D Xiong - 2023 3rd International …, 2023 - ieeexplore.ieee.org
Multi-instrument recognition in polyphonic music is an important research area in music
information retrieval. In recent years, significant achievements have been made in this area …

Predominant instrument recognition in polyphonic music using convolutional recurrent neural networks

CR Lekshmi, R Rajan - International Symposium on Computer Music …, 2021 - Springer
Automatic identification of lead instruments is a challenging task in the field of music
information retrieval (MIR). In this paper, predominant instrument recognition in polyphonic …

Exploring Isolated Musical Notes as Pre-training Data for Predominant Instrument Recognition in Polyphonic Music

L Zhong, E Cooper, J Yamagishi… - 2023 Asia Pacific …, 2023 - ieeexplore.ieee.org
With the growing amount of musical data available, automatic instrument recognition, one of
the essential problems in Music Information Retrieval (MIR), is drawing more and more …

Music encoding and deep learning for music transcription and classification based on visually represented audio features

C El Achkar - 2023 - theses.hal.science
In the past decade, musicians have composed new occidental-style music scores, often
encoded in XML-based formats for analysis. However, the oriental genre lacks XML support …