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Stem separation troubleshooting: bleed, phase and export checks.

A split can finish successfully and still sound wrong. Use the symptom-first checks below to decide whether you are hearing normal source overlap, a poor method match or a browser/export failure.

A mixed waveform branching into four overlapping estimated stems.
AudioWrench's four-way split is a heuristic estimate, so some overlap between stems is expected.
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Start with the symptom, not another split

Vocals remain in the other stem

Lead vocals, guitars, keys and snares often share the same midrange and centre position. Mid/side and frequency rules cannot know which source created every shared sample. Solo the vocal and other stems, then judge the combination needed for the job. If clean lead-vocal isolation is the requirement, compare the Vocal Remover neural option or another documented neural workflow.

The bass stem contains the kick

A kick drum's fundamental can sit in the same low-frequency region as bass notes. The transient part may route toward drums while the sustained low end remains in bass. Try muting rather than soloing: if the practical backing mix works, the overlap is not automatically a failed export.

Drums sound smeared or cymbals leak everywhere

Transient emphasis can find sharp attacks, but cymbals and distorted instruments also contain wide-band energy. Dense limiting makes that boundary harder. Test a lossless source when available and compare a short percussion-heavy section before processing the full song.

All stems together sound hollow

First compare at matched playback level and with every stem unmuted. Do not add polarity inversion, time shifts or extra processing during this check. The published deterministic fixture verifies that the authored four-way route can recombine close to its input, but it does not prove perceptual isolation on mastered music.

A four-step stem check

  1. Reconstruction pass: play all four stems together and switch against the original at a similar level. Listen for missing centre energy, obvious timing offsets or a broken export.
  2. Leakage pass: solo vocals, drums, bass and other over the same 10โ€“20 second section. Note where shared instruments appear; do not expect silence outside the named source.
  3. Utility pass: audition only the combination required for the real task โ€” for example drums plus bass for practice, or everything except vocals for a backing track. Utility matters more than perfect solo isolation.
  4. Method decision: keep the result if it solves the real task; otherwise switch to a centre-channel or documented neural workflow instead of repeatedly exporting the same heuristic split.

AudioWrench's public fixture exported four PCM16 WAV stems and recombined them with RMSE 0.00003146 and peak error 0.00009155. That is routing evidence on one deterministic fixture, not a promise that arbitrary commercial mixes will separate cleanly. See the benchmark and scope limit.

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Choose the method by the deliverable

Fast practice mute or rough remix sketch: use the local four-stem heuristic. It starts quickly, keeps the selected audio on-device and exposes every stem for solo, mute and download.

Lead vocal or karaoke target: test a centre-channel vocal workflow first, then compare a documented neural option if the vocal overlaps heavily with centred instruments.

Clean production stems: request stems from the original multitrack session when possible. No separator can recover information that was never uniquely preserved in the finished stereo master.

Browser and export failures

FAQ

Why do vocals bleed into the other stem?
A finished mix contains overlapping voices and instruments in the same frequency range and stereo position. A heuristic splitter cannot assign every shared sample to one source, so some vocal energy remains in other and some instruments remain in vocals.
Why do kick drums appear in the bass stem?
Kick fundamentals and bass notes occupy the same low-frequency region. Frequency-based routing can therefore place part of a kick in bass while transient emphasis places another part in drums. This overlap is expected on dense mastered mixes.
How should I check whether the exported stems are usable?
Use three passes: play all stems together against the original, solo each stem to locate bleed and artifacts, then audition only the combination required for the actual job. A useful backing track does not require every soloed stem to sound isolated.
When should I use a neural separator instead?
Use a neural separator when the deliverable depends on cleaner source isolation, especially a lead vocal or dense overlapping instrumentation. The local heuristic splitter is better suited to fast previews, practice mutes and rough remix sketches.

Sources and review notes

The current AudioWrench Stem Splitter uses mid/side, frequency and transient heuristics. This troubleshooting guide was checked against the public workflow benchmark and its explicit scope limits.

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