SONIQUE: Video Background Music Generation Using Unpaired Audio-Visual Data

October 04, 2024 ยท Declared Dead ยท ๐Ÿ› IEEE International Conference on Acoustics, Speech, and Signal Processing

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Authors Liqian Zhang, Magdalena Fuentes arXiv ID 2410.03879 Category cs.SD: Sound Cross-listed cs.MM, eess.AS Citations 5 Venue IEEE International Conference on Acoustics, Speech, and Signal Processing Last Checked 3 months ago
Abstract
We present SONIQUE, a model for generating background music tailored to video content. Unlike traditional video-to-music generation approaches, which rely heavily on paired audio-visual datasets, SONIQUE leverages unpaired data, combining royalty-free music and independent video sources. By utilizing large language models (LLMs) for video understanding and converting visual descriptions into musical tags, alongside a U-Net-based conditional diffusion model, SONIQUE enables customizable music generation. Users can control specific aspects of the music, such as instruments, genres, tempo, and melodies, ensuring the generated output fits their creative vision. SONIQUE is open-source, with a demo available online.
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