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A MUSIC GENERATION BY A COMBINING MODELOF RESNET AND LSTM NETWORKS

Journal: International Journal of Advanced Research (Vol.10, No. 03)

Publication Date:

Authors : ; ;

Page : 937-943

Keywords : MIDI LSTM Residual Neural Networks and Skip connection;

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Abstract

In this paper, to automatically generate a music for the melody part by deep learning with training data collected from Chopins piano piecies, a combining model of Residual Neural Networks(ResNet) and Long-Short Term Memory Networks (LSTM) are proposed. First, to generate a music for the melody part of a piano music, a training dataset used for deep learning is provided. Secondly, by using each of a LSTM Model and a combining model of LSTM and ResNet,experiments on music generationare presented. Thirdly, the results of music generation by each model are compared and discussed. In conclusion, the principal results are summarized.

Last modified: 2022-05-09 19:53:59