Play as You Like Timbre-enhanced Multi-modal Music Style Transfer 模型架构
The model architecture for "Play as You Like: Timbre-enhanced Multi-modal Music Style Transfer" consists of several components to achieve the desired music style transfer.
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Encoder: This component takes in the input audio waveform and encodes it into a latent space representation. It captures the high-level features and patterns of the input music.
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Decoder: This component takes the latent space representation from the encoder and decodes it to reconstruct the original input audio waveform. It ensures that the transferred music maintains the same structure and content as the original.
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Style Encoder: This component takes in the reference style audio waveform and encodes it into a style representation. It captures the unique timbre and characteristics of the reference style.
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Style Decoder: This component takes the style representation from the style encoder and decodes it to reconstruct the original reference style audio waveform. It ensures that the transferred music adopts the desired style.
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Fusion Network: This component combines the latent space representation from the encoder and the style representation from the style encoder. It learns to merge the content and style information to generate the transferred music.
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Discriminator: This component is responsible for distinguishing between the real and generated music. It provides feedback to the fusion network to improve the quality and realism of the transferred music.
The overall architecture follows a multi-modal approach, incorporating both audio waveform information and style representations. By leveraging the encoder-decoder structure and incorporating the style encoder-decoder components, the model can effectively transfer the style of the reference audio to the input music while preserving its content and structure
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