- Potentially adding a gaussian-like blur
- Apparently YT algo is trained with artificial noise added in to increase the robustness of the detection
- Might be the case that in order to go undetectable with gaussian blur, the music becomes completely unrecognizable.
Copyright detection systems often employ techniques such as:
- Audio fingerprinting
- Cross-correlation
- Spectral analysis
Content ID's algorithms extract robust audio features like:
- Spectral peaks: High-energy points in the frequency spectrum.
- Harmonic relationships: Relationships between frequencies that define melody and timbre.
- Rhythmic patterns: Temporal structure of beats and notes.
Some creators attempt various techniques to avoid detection, but these are usually ineffective or unreliable:
- Pitch shifting: Slightly changing the pitch of the audio.
- Speed changes: Slowing down or speeding up the track.
- Noise overlay: Adding background noise.
- Reversing audio: Playing the track backward.