Machine learning for music genre classification using visual mel spectrum
YH Cheng, CN Kuo - Mathematics, 2022 - mdpi.com
Music is the most convenient and easy-to-use stress release tool in modern times. Many
studies have shown that listening to appropriate music can release stress. However, since it …
studies have shown that listening to appropriate music can release stress. However, since it …
Convolutional neural networks approach for music genre classification
YH Cheng, PC Chang, CN Kuo - … International Symposium on …, 2020 - ieeexplore.ieee.org
In recent years, the complexity of music production has gradually decreased results in many
people create music and upload their created music to streaming media. The huge music …
people create music and upload their created music to streaming media. The huge music …
Regional classification of Chinese folk songs based on CRF model
Music regional classification, which is an important branch of music automatic classification,
aims at classifying folk songs according to different regional style. Chinese folk songs have …
aims at classifying folk songs according to different regional style. Chinese folk songs have …
Bird call classification using dnn-based acoustic modelling
R Rajan, J Johnson, N Abdul Kareem - Circuits, Systems, and Signal …, 2022 - Springer
Bird call recognition using deep neural network-hidden Markov model (DNN-HMM)-based
transcription is proposed. The work is an attempt to adapt the human speech recognition …
transcription is proposed. The work is an attempt to adapt the human speech recognition …
Predominant instrument recognition in polyphonic music using gmm-dnn framework
R Ajayakumar, R Rajan - 2020 International Conference on …, 2020 - ieeexplore.ieee.org
In this paper, the predominant instrument recognition in polyphonic music is addressed
using timbral descriptors in three frameworks-Gaussian mixture model (GMM), deep neural …
using timbral descriptors in three frameworks-Gaussian mixture model (GMM), deep neural …
Music genre classification based on chroma features and deep learning
L Shi, C Li, L Tian - 2019 Tenth International Conference on …, 2019 - ieeexplore.ieee.org
Music genre classification is an important branch of content-based music signal analysis. It
is a challenging task in the field of music information retrieval (MIR). At present, the method …
is a challenging task in the field of music information retrieval (MIR). At present, the method …
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 …
convolutional neural networks (CNN) through Mel-spectrogram, modgd-gram, and its fusion …
Multi-channel CNN-Based Rāga Recognition in Carnatic Music Using Sequential Aggregation Strategy
R Rajan, S Sivan - Circuits, Systems, and Signal Processing, 2023 - Springer
A vital aspect of Indian classical music (ICM) is rāga, which serves as a melodic framework
for compositions and improvisations for both traditions of classical music. In this work, we …
for compositions and improvisations for both traditions of classical music. In this work, we …
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 …
this paper, tonic estimation in Turkish makam music is addressed using modified group …
[PDF][PDF] Oktoechos classification in liturgical music using musical texture features
A distinguishing feature of the music repertoire of the Syrian tradition is the system of
classifying melodies into eight tunes, called'oktoechos'. It inspired many traditions, such as …
classifying melodies into eight tunes, called'oktoechos'. It inspired many traditions, such as …