ClearSep iteratively decomposes naturally mixed audio into label-specific tracks, filters them by remix consistency, and uses them to train a query-based sound separation model, reporting modest SDR improvements on AudioCaps, AudioSet, and ESC-50.
Source separation by steering pretrained music models
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Unleashing the Power of Natural Audio Featuring Multiple Sound Sources
ClearSep iteratively decomposes naturally mixed audio into label-specific tracks, filters them by remix consistency, and uses them to train a query-based sound separation model, reporting modest SDR improvements on AudioCaps, AudioSet, and ESC-50.