WatermarkingProvenanceDefense
Watermarking Audio: A Defense Strategy
2024-01-124 min read
Watermarking Audio
Watermarking involves embedding a hidden signal into the audio that survives compression and transmission but can be decoded to verify authenticity or origin.
Techniques
- Spread Spectrum: Hiding the watermark signal across a wide frequency band.
- Echo Hiding: Introducing imperceptible echoes to encode data.
- Deep Watermarking: Using neural networks to encode and decode watermarks robustly.
Application in Generative AI
If all generative models were required to embed a watermark, we could easily identify synthetic content. Initiatives like C2PA are working towards standards for content provenance.