Understanding Stem Splitters and Artifacts


Stem splitters are AI-based tools that separate vocals, drums, bass, and other instruments from a song’s mix, resulting in individual stem tracks that can be used for remixing and sampling. However, the separation process is not perfect, and it’s common for the stems to have artifacts—unwanted noise or distortions.

Artifacts can include audio degradation, frequency loss, and unnatural digital noise. These can diminish the sound quality of the stems, making them difficult to use in production. Artifacts are particularly noticeable in vocal stems, distracting listeners and breaking immersion.

Adding Noise to Mask Artifacts

One effective way to mask artifacts is by adding noise to the stems. This not only conceals the artifacts but can also be a creative technique to give the stems a lo-fi or grungy sound. By adding the right type and level of noise, you can blend the stems seamlessly into your beat and introduce a more organic, analog texture.

Types of noise include white noise, pink noise, brown noise, vinyl crackle, and tape hiss. Each has different frequency characteristics, resulting in different masking effects and aesthetic qualities. For example, white noise covers all frequencies evenly, making it suitable for masking a wide range of artifacts. Pink noise, on the other hand, emphasizes lower frequencies, making it effective for masking vocal stems.

How to Add Noise

Noise can be generated using samplers, synthesizers, or noise generator plugins. Many DAWs have built-in tools for generating and adjusting noise. You can also load noise samples into an audio track and play them alongside your stems.

It’s important to adjust the amount and balance of the noise. Too little noise won’t sufficiently mask the artifacts, while too much noise will obscure the clarity of the stems and muddy the overall mix. A good starting point is to add noise at a level of -12dB to -18dB relative to the volume of the stem, then fine-tune by ear.

Equalization can also be used to match the frequency balance of the noise to the stem. For example, if a vocal stem has artifacts in the high frequencies, boosting the high frequencies of the noise can provide more effective masking. Conversely, cutting the low frequencies of the noise can help maintain the clarity of the vocals.

Other Considerations

While adding noise can help mask artifacts, it’s not a universal solution. If the quality of the stem is very poor, noise alone may not be sufficient. In these cases, it may need to be combined with other mixing techniques, such as EQ and dynamics processing. For example, cutting the frequency ranges that contain artifacts with an EQ before adding noise can yield a more natural result.

Also, the addition of noise should be appropriate for the genre and mood of the track. In lo-fi hip hop or experimental electronica, noise can be a welcome creative element. However, in cleaner, more polished genres like pop or R&B, noise may be less desirable. Always consider the context and evaluate whether the noise fits the overall sound and vision of the track.


Stem splitters are powerful tools for beatmakers and producers, but artifacts are a common occurrence. Adding noise is an effective way to mask these unwanted byproducts and integrate the stems seamlessly into your beat. Experiment with different types of noise, such as white noise, pink noise, or vinyl crackle, to find what works best for the mood and genre of your track. Carefully adjust the level and balance of the noise while listening to your stems, and combine with other mixing techniques for even better results. Beyond just concealing artifacts, noise can also be a creative tool to add depth and texture to your beats. Experiment and find your own unique sound.

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