How to Isolate Vocals from a Song: 4 Methods Compared
Four ways to pull a vocal out of a finished mix, ranked by quality, with the Demucs workflow, the cleanup chain and the limits of AI separation.
5 articles by Ryo Fujita.
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How to Remove Vocals from a Song: 3 Methods Compared
Three ways to remove vocals from a song, which one fits your source file, why instrumentals sound thin, and what copyright still says after the vocal is gone.
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How to Remove Background Noise Before You Clone a Voice
Mic technique, cheap room treatment, and the noise floor number that actually matters when you're recording a sample for AI voice cloning, not just for a listener.
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How Does AI Noise Cancellation Work? A Practical Breakdown
A frame-by-frame breakdown of how AI noise cancellation actually works, from gain masks to RNNoise, DeepFilterNet, and Krisp latency tradeoffs.
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AI Music Editing: What Actually Holds Up in a Session
Prompt-to-song is the easy part. Here is what AI music editing actually looks like once a cue needs to fit picture, dialogue, or a mixed session.
