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Meta found a way to secretly watermark deepfake audio

Feb 03, 2024 - aimodels.substack.com
Facebook Research has developed a new technique called AudioSeal to detect AI-generated speech. The system works by imperceptibly watermarking AI-generated speech, allowing for the detection and identification of synthetic speech. The system is designed to adapt to advancements in synthesis technology and can precisely pinpoint which regions of an audio clip contain the watermark, thus identifying the AI-generated portions. The system is robust, efficient, and can be trained to work for any models or languages.

However, the application of AudioSeal comes with some challenges. The detector needs to be kept confidential and robust to prevent bad actors from identifying and removing watermarks. Ethical issues such as mass surveillance and the need for user consent are also concerns. Despite these challenges, AudioSeal represents a significant step towards detecting AI-generated audio and maintaining authenticity in synthetic media.

Key takeaways:

  • Facebook Research has developed a technique called AudioSeal that imperceptibly watermarks AI-generated speech to detect and identify it.
  • AudioSeal's design ensures its detection capabilities remain effective against both natural and synthetic speech, adapting to advancements in synthesis technology.
  • AudioSeal provides significant improvements over previous audio watermarking techniques in terms of generalizability, localization, robustness, efficiency, and capacity.
  • Despite its promising capabilities, the application of AudioSeal and audio watermarking generally requires careful consideration due to potential risks such as mass surveillance and the need for user consent.
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