FIGMA proposes a multi-view contrastive architecture plus the FGMCaps dataset to retrieve music from fine-grained textual descriptions of musical attributes, reporting up to 73.3% relative gains over CLAP baselines.
Jamendomaxcaps: A large scale music-caption dataset with imputed metadata
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Auxiliary lyric and timbre branches improve instrumental text-to-music generation quality in a controlled DiT setting even with degenerate inputs, outperforming parameter-reallocated depth variants and external baselines in objective and MOS evaluations.
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FIGMA: Towards FIne-Grained Music retrievAl
FIGMA proposes a multi-view contrastive architecture plus the FGMCaps dataset to retrieve music from fine-grained textual descriptions of musical attributes, reporting up to 73.3% relative gains over CLAP baselines.
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Instrumental Text-to-Music Generation with Auxiliary Conditioning Branches
Auxiliary lyric and timbre branches improve instrumental text-to-music generation quality in a controlled DiT setting even with degenerate inputs, outperforming parameter-reallocated depth variants and external baselines in objective and MOS evaluations.