Neural network-based lyrics generation method, device, apparatus, and storage medium
A neural network and lyrics technology, applied in neural learning methods, biological neural network models, neural architectures, etc., can solve the problems of poor logical relevance of lyrics and closely related lyrics themes, and achieve the effect of good logical relevance
Active Publication Date: 2019-03-15
PING AN TECH (SHENZHEN) CO LTD
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[0004]
Based on this, it is necessary to provide a neural network-based lyrics generation method, device, device and storage medium
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[0049] In order to make the purpose, technical solution and points of the present invention more clear, the present invention will be further described in detail below in conjunction with the accompanying drawings and embodiments. It should be understood that the specific embodiments described here are only used to explain the present invention, not to limit the present invention.
[0050] figure 1 The flowchart of the neural network-based lyrics generation method provided in one embodiment of the application, as shown in the figure, includes:
[0051] S1. According to the input song style type, a subset corresponding to the song style type is searched from the corpus, the corpus refers to a collection of words including all style types, and the subset refers to a set including a certain A collection of terms of style type;
[0052] In this step, by obtaining song style types including but not limited to nostalgia, romance, freshness, sadness, relaxation, emotion, excitement...
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The invention relates to the technical field of audio processing, in particular to a lyrics generation method, a device, a device and a storage medium based on a neural network. The lyrics generationmethod based on neural network includes the following steps: obtaining song style types, searching from the whole set to the corresponding subset; Acquiring a feature word and generating a plurality of corresponding words or words; Calculating the probability that the plurality of words or words are the next words, and obtaining the words to be outputted by combining the lyrics rules; Judging whether the relation between the word and the first few words is close, outputting if the relation is judged as yes, and regenerating new words if the relation is judged as otherwise; The invention obtains the word number requirement of the lyrics, judges the word number of the lyrics to be output, outputs the lyrics if the word number is consistent, and regenerates the lyrics if the word number is not consistent. The invention automatically generates lyrics through a circulating neural network model and a Markov model, and the generated lyrics have good logical correlation and are closely relatedto the theme of the lyrics required by the user.
Description
technical field [0001] The invention relates to the technical field of audio processing, in particular to a neural network-based lyrics generation method, device, device and storage medium. Background technique [0002] Lyrics are an important part of a song, which can express the true emotions of composers and lyricists. With the development of technology, the technology of automatically generating lyrics is also improving. People can use the same tune and different lyrics to express different specific content and emotions; at the same time, the automatic lyrics generation technology can also provide unlimited creative inspiration for lyricists and increase the diversity of song expression. Therefore, in the case of existing music, it becomes a new challenge to develop a device that can automatically generate new lyrics matching the original music. Now there is a technology that can generate lyrics corresponding to the style of the picture according to the content of the p...
Claims
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IPC IPC(8): G06F16/63G06F16/632G06N3/04G06N3/08
CPCG06N3/08G06N3/045Y02D10/00
Inventor 梅亚琦刘奡智王义文王健宗肖京
Owner PING AN TECH (SHENZHEN) CO LTD