SynthID - Google DeepMind

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</picture> <strong class="gdm-header__title">The AI for Science Forum: A new era of discovery</strong> <time datetime="2024-11-18" class="glue-label gdm-header__featured-date">18 November 2024</time> <svg aria-hidden="true" class="glue-icon glue-icon--18px gdm-header__featured-icon" role="presentation"> <use href="/static/glue-icons.87e996bc684c.svg#open-in-new"></use> </svg> </a> </li> </ul> </div> </div> </nav> <nav aria-hidden="true" aria-label="Research" class="gdm-header__dropdown" data-toggle-href="/research/"> <div class="gdm-header__dropdown-inner"> <ul class="glue-header__list"> <li class="glue-header__item gdm-header__dropdown-view-all"> <a class="glue-header__link" data-gtm-tag="header-selection" href="/research/"> <span class="gdm-header__link-inner"> <strong class="gdm-header__title"> View Research <svg aria-hidden="true" class="glue-icon glue-icon--arrow-forward glue-icon--18px" role="presentation"> <use href="/static/glue-icons.87e996bc684c.svg#chevron-right"></use> 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glue-grid__col--span-12-md page-cover__content--centered page-cover__content--mono"> <h1 class="page-cover__title glue-headline glue-headline--headline-2">SynthID</h1> <div class="page-cover__description"><p data-block-key="a3wmb">Identifying AI-generated content with SynthID</p></div> </div> <figure class="page-cover__media page-cover__video glue-grid__col glue-grid__col--span-12 glue-grid__col--span-12-md" role="presentation"> <gdm-video-embed class="gdm-video-embed gdm-video-embed--muted gdm-video-embed--background"> <video class="gdm-video-embed__player" muted playsinline loop data-autoplay="true" autoplay> <source src="/api/blob/website/media/1800x2880_SynthID_web.mp4" type="video/mp4" media="(max-aspect-ratio: 3/4)" ><source src="/api/blob/website/media/2880x1800_SynthID_web.mp4" type="video/mp4" > </video><div class="gdm-video-embed__controls"><button class="glue-button glue-button--low-emphasis gdm-video-embed__play-toggle"> <span class="gdm-video-embed__play-toggle--pause"> <span class="glue-visually-hidden">Pause video</span> <svg aria-hidden="true" class="glue-icon" role="presentation"> <use href="/static/glue-icons.87e996bc684c.svg#pause-button"></use> </svg> </span> <span class="gdm-video-embed__play-toggle--play"> <span class="glue-visually-hidden">Play video</span> <svg aria-hidden="true" class="glue-icon" role="presentation"> <use href="/static/glue-icons.87e996bc684c.svg#play-button"></use> </svg> </span> </button></div></gdm-video-embed> </figure> </div> <gemini-large-text class="gemini-large-text"> <div class="gemini-large-text__headline glue-headline glue-headline--headline-2"> <p data-block-key="soqye">SynthID <strong>watermarks</strong> and <strong>identifies AI-generated content</strong> by embedding digital watermarks directly into AI-generated images, audio, text or video.</p> </div></gemini-large-text> </div> <div> <gdm-jumplinks class="glue-jumplinks jumplinks jumplinks--static" aria-label="Contents" role="navigation"> <button class="glue-jumplinks__button glue-jumplinks__button--prev"> <svg aria-hidden="true" class="glue-icon glue-icon--18px" role="presentation"> <use href="/static/glue-icons.87e996bc684c.svg#chevron-left"></use> </svg> </button> <ul class="glue-jumplinks__list" data-glue-jumplink-label="Jump to section within page"><li class="glue-jumplinks__list-item"> <a class="glue-jumplinks__link" href="#how-synthid-works">How SynthID works</a> </li><li class="glue-jumplinks__list-item"> <a class="glue-jumplinks__link" href="#ai-generated-text">AI-generated text</a> </li><li class="glue-jumplinks__list-item"> <a class="glue-jumplinks__link" href="#ai-generated-music">AI-generated music</a> </li><li class="glue-jumplinks__list-item"> <a class="glue-jumplinks__link" href="#ai-generated-images-and-video">AI-generated images and video</a> </li></ul> <button class="glue-jumplinks__button glue-jumplinks__button--next"> <svg aria-hidden="true" class="glue-icon glue-icon--arrow-forward glue-icon--18px" role="presentation"> <use href="/static/glue-icons.87e996bc684c.svg#chevron-right"></use> </svg> </button> </gdm-jumplinks> <div class="glue-page bookmark"> <div class="glue-grid gemini-video-block"> <div class="gemini-video glue-grid__col glue-grid__col--span-12"> <gemini-scale-custom class="gemini-video__mask"> <div class="gemini-video__asset gemini-custom-scale"> <div class="gemini-custom-scale__inner"> <a aria-label='Watch' class="gemini-video__button" data-gdm-modal-trigger="99628974-3d60-483e-a868-bc05c9237ae6" href="https://www.youtube.com/watch?v=9btDaOcfIMY" rel="noopener" target="_blank"> <span class="gemini-video__button__icon-bg"> <svg aria-hidden="true" class="glue-icon" role="presentation"> <use href="/static/glue-icons.87e996bc684c.svg#play-button"></use> </svg> </span> </a> <gemini-border-gradient class="gemini-border"> <div class="gemini-border__sub-border"></div> </gemini-border-gradient> <picture class="picture"> <source type="image/webp" width="1066" height="600" srcset="https://lh3.googleusercontent.com/yBempWVI4tyBAhQvxR-KqplmnJDNWZfVSRPof_CayhPyjdPTY_yvx2TxW_gh6XnbbXWsvVrYqY_LhsUS-odtD4loRTA3gCGIEXJFq0CPPyMnuOPOcEA=h600-rw 1x, https://lh3.googleusercontent.com/yBempWVI4tyBAhQvxR-KqplmnJDNWZfVSRPof_CayhPyjdPTY_yvx2TxW_gh6XnbbXWsvVrYqY_LhsUS-odtD4loRTA3gCGIEXJFq0CPPyMnuOPOcEA=h1200-rw 2x" /> <img alt="" class="picture__image" height="600" loading="lazy" src="https://lh3.googleusercontent.com/yBempWVI4tyBAhQvxR-KqplmnJDNWZfVSRPof_CayhPyjdPTY_yvx2TxW_gh6XnbbXWsvVrYqY_LhsUS-odtD4loRTA3gCGIEXJFq0CPPyMnuOPOcEA=h600" width="1066"> </picture> </div> </div> </gemini-scale-custom> <template id="99628974-3d60-483e-a868-bc05c9237ae6"> <div aria-label="" class="glue-modal gdm-modal gdm-modal--full-width gdm-modal--media"> <div class="gdm-modal__backdrop"></div> <div class="gdm-modal__inner"> <div class="gdm-modal__content"> <figure class="modal-media modal-media--video"> <gdm-youtube class="glue-video gdm-video" data-autoplay="true"> <div class="glue-video__preview-container glue-video__preview-container--inline"> <object aria-hidden="true" class="glue-video__preview" data="https://i.ytimg.com/vi_webp/9btDaOcfIMY/maxresdefault.webp" type="image/webp"> <img alt="" class="glue-video__preview-image" loading="lazy" role="presentation" src="https://i.ytimg.com/vi_webp/9btDaOcfIMY/hqdefault.webp" /> </object> <div class="glue-video__info"> <svg aria-hidden="true" class="glue-icon glue-video__play-button glue-video__play-button--white" role="presentation"> <use href="/static/glue-icons.87e996bc684c.svg#video-youtube"></use> </svg> <p class="glue-visually-hidden">Watch</p> </div> </div> <div class="glue-video__container glue-video__container--inline" data-glue-yt-video-vid="9btDaOcfIMY"> </div> </gdm-youtube> </figure> </div> <button class="glue-modal__close-btn gdm-modal__close-btn" aria-label="Close the modal"></button> </div> </div> </template></div> </div> </div> <div class="glue-page bookmark" id="how-synthid-works"> <gemini-large-text class="gemini-large-text gemini-large-text--full-gradient"> <div class="gemini-large-text__headline glue-headline glue-headline--headline-2"> <p data-block-key="soqye">SynthID’s watermarking technique is imperceptible to humans but detectable for identification.</p> </div></gemini-large-text> <div class="gdm-rich-text rich-text"> <p data-block-key="g3wu1">Being able to identify AI-generated content is critical to promoting trust in information. While not a silver bullet for addressing problems such as misinformation or misattribution, SynthID is a suite of promising technical solutions to this pressing AI safety issue.</p><p data-block-key="f6hco">This toolkit is currently launched in beta and continues to evolve. It’s now being integrated into a growing range of products, helping empower people and organizations to responsibly work with AI-generated content.</p> </div> <div class="section-title"> <h2 class="glue-headline glue-headline--headline-2 section-title__title">How SynthID works</h2> <div class="glue-body--large section-title__description"><p data-block-key="tubvg">SynthID uses a variety of deep learning models and algorithms for watermarking and identifying AI-generated content.</p></div> </div> <section class="gemini-card-group"> <ul class="glue-grid glue-no-bullet gemini-card-group__grid cards" style="--span--lg: 4; --offset--lg: 2; --span--xl: 4; --offset--xl: 2;"> <li class="glue-grid__col glue-grid__col--span-6-md glue-grid__col--span-4-lg glue-grid__col--span-4 cards--offset-lg cards--offset-xl"> <div class="glue-card card card--feature"><div class="glue-card__inner"> <picture class="picture glue-card__asset"> <source media="(min-width: 1440px)" type="image/webp" width="416" height="234" srcset="https://lh3.googleusercontent.com/b-ojzCJyW6K-M5PNCs3utSX8qu95pYHqAwhwSB1w5S2FaHjpxC7-OscZcmLBuOQ4UU34-ueafl1I70cn5r4Nvd0L4VkyzT8mRi6WSYGB4esMDHcxfg=w416-rw 1x, https://lh3.googleusercontent.com/b-ojzCJyW6K-M5PNCs3utSX8qu95pYHqAwhwSB1w5S2FaHjpxC7-OscZcmLBuOQ4UU34-ueafl1I70cn5r4Nvd0L4VkyzT8mRi6WSYGB4esMDHcxfg=w832-rw 2x" /><source media="(min-width: 1024px)" type="image/webp" width="415" height="233" srcset="https://lh3.googleusercontent.com/b-ojzCJyW6K-M5PNCs3utSX8qu95pYHqAwhwSB1w5S2FaHjpxC7-OscZcmLBuOQ4UU34-ueafl1I70cn5r4Nvd0L4VkyzT8mRi6WSYGB4esMDHcxfg=w415-rw 1x, https://lh3.googleusercontent.com/b-ojzCJyW6K-M5PNCs3utSX8qu95pYHqAwhwSB1w5S2FaHjpxC7-OscZcmLBuOQ4UU34-ueafl1I70cn5r4Nvd0L4VkyzT8mRi6WSYGB4esMDHcxfg=w830-rw 2x" /><source media="(min-width: 600px)" type="image/webp" width="460" height="258" srcset="https://lh3.googleusercontent.com/b-ojzCJyW6K-M5PNCs3utSX8qu95pYHqAwhwSB1w5S2FaHjpxC7-OscZcmLBuOQ4UU34-ueafl1I70cn5r4Nvd0L4VkyzT8mRi6WSYGB4esMDHcxfg=w460-rw 1x, https://lh3.googleusercontent.com/b-ojzCJyW6K-M5PNCs3utSX8qu95pYHqAwhwSB1w5S2FaHjpxC7-OscZcmLBuOQ4UU34-ueafl1I70cn5r4Nvd0L4VkyzT8mRi6WSYGB4esMDHcxfg=w920-rw 2x" /><source type="image/webp" width="500" height="281" srcset="https://lh3.googleusercontent.com/b-ojzCJyW6K-M5PNCs3utSX8qu95pYHqAwhwSB1w5S2FaHjpxC7-OscZcmLBuOQ4UU34-ueafl1I70cn5r4Nvd0L4VkyzT8mRi6WSYGB4esMDHcxfg=w500-rw 1x, https://lh3.googleusercontent.com/b-ojzCJyW6K-M5PNCs3utSX8qu95pYHqAwhwSB1w5S2FaHjpxC7-OscZcmLBuOQ4UU34-ueafl1I70cn5r4Nvd0L4VkyzT8mRi6WSYGB4esMDHcxfg=w1000-rw 2x" /> <img alt="" class="picture__image" height="233" loading="lazy" role="presentation" src="https://lh3.googleusercontent.com/b-ojzCJyW6K-M5PNCs3utSX8qu95pYHqAwhwSB1w5S2FaHjpxC7-OscZcmLBuOQ4UU34-ueafl1I70cn5r4Nvd0L4VkyzT8mRi6WSYGB4esMDHcxfg=w415" width="415"> </picture> <div class="glue-card__content"><p class="glue-headline glue-headline--headline-5">Watermarking</p><div class="glue-card__description"><p data-block-key="bl1wp">SynthID embeds a digital watermark directly into AI-generated content, without compromising the original content.</p></div></div></div></div> </li> <li class="glue-grid__col glue-grid__col--span-6-md glue-grid__col--span-4-lg glue-grid__col--span-4 cards--offset-lg cards--offset-xl"> <div class="glue-card card card--feature"><div class="glue-card__inner"> <picture class="picture glue-card__asset"> <source media="(min-width: 1440px)" type="image/webp" width="416" height="234" srcset="https://lh3.googleusercontent.com/6M-saKOkcAvAU_7czIroLoyePfNRC-V2zwmULcfCg0ETRv8yrXlMrx--1WdO30ErBN4aRtEAczPHApn-6z2oL1DiN9skAS9bDTDijWsFmbrSJ4SM-w=w416-rw 1x, https://lh3.googleusercontent.com/6M-saKOkcAvAU_7czIroLoyePfNRC-V2zwmULcfCg0ETRv8yrXlMrx--1WdO30ErBN4aRtEAczPHApn-6z2oL1DiN9skAS9bDTDijWsFmbrSJ4SM-w=w832-rw 2x" /><source media="(min-width: 1024px)" type="image/webp" width="415" height="233" srcset="https://lh3.googleusercontent.com/6M-saKOkcAvAU_7czIroLoyePfNRC-V2zwmULcfCg0ETRv8yrXlMrx--1WdO30ErBN4aRtEAczPHApn-6z2oL1DiN9skAS9bDTDijWsFmbrSJ4SM-w=w415-rw 1x, https://lh3.googleusercontent.com/6M-saKOkcAvAU_7czIroLoyePfNRC-V2zwmULcfCg0ETRv8yrXlMrx--1WdO30ErBN4aRtEAczPHApn-6z2oL1DiN9skAS9bDTDijWsFmbrSJ4SM-w=w830-rw 2x" /><source media="(min-width: 600px)" type="image/webp" width="460" height="258" srcset="https://lh3.googleusercontent.com/6M-saKOkcAvAU_7czIroLoyePfNRC-V2zwmULcfCg0ETRv8yrXlMrx--1WdO30ErBN4aRtEAczPHApn-6z2oL1DiN9skAS9bDTDijWsFmbrSJ4SM-w=w460-rw 1x, https://lh3.googleusercontent.com/6M-saKOkcAvAU_7czIroLoyePfNRC-V2zwmULcfCg0ETRv8yrXlMrx--1WdO30ErBN4aRtEAczPHApn-6z2oL1DiN9skAS9bDTDijWsFmbrSJ4SM-w=w920-rw 2x" /><source type="image/webp" width="500" height="281" srcset="https://lh3.googleusercontent.com/6M-saKOkcAvAU_7czIroLoyePfNRC-V2zwmULcfCg0ETRv8yrXlMrx--1WdO30ErBN4aRtEAczPHApn-6z2oL1DiN9skAS9bDTDijWsFmbrSJ4SM-w=w500-rw 1x, https://lh3.googleusercontent.com/6M-saKOkcAvAU_7czIroLoyePfNRC-V2zwmULcfCg0ETRv8yrXlMrx--1WdO30ErBN4aRtEAczPHApn-6z2oL1DiN9skAS9bDTDijWsFmbrSJ4SM-w=w1000-rw 2x" /> <img alt="" class="picture__image" height="233" loading="lazy" role="presentation" src="https://lh3.googleusercontent.com/6M-saKOkcAvAU_7czIroLoyePfNRC-V2zwmULcfCg0ETRv8yrXlMrx--1WdO30ErBN4aRtEAczPHApn-6z2oL1DiN9skAS9bDTDijWsFmbrSJ4SM-w=w415" width="415"> </picture> <div class="glue-card__content"><p class="glue-headline glue-headline--headline-5">Identification</p><div class="glue-card__description"><p data-block-key="latfs">SynthID can scan images, audio, text or video for digital watermarks, helping users determine if content, or part of it, was generated by Google’s AI tools.</p></div></div></div></div> </li> </ul> </section> </div> <div class="glue-page bookmark" id="ai-generated-text"> <div class="section-title"> <h2 class="glue-headline glue-headline--headline-2 section-title__title">SynthID for AI-generated text</h2> <div class="glue-body--large section-title__description"><p data-block-key="tubvg">Finding a robust solution to watermarking AI-generated text that doesn’t compromise the quality, accuracy and creative output has been a great challenge for AI researchers.</p></div> </div> <div class="gdm-rich-text rich-text"> <p data-block-key="g3wu1">An LLM generates text one token at a time. These tokens can represent a single character, word or part of a phrase. To create a sequence of coherent text, the model predicts the next most likely token to generate. These predictions are based on the preceding words and the probability scores assigned to each potential token.</p><p data-block-key="be24i">For example, with the phrase “My favorite tropical fruits are __.” The LLM might start completing the sentence with the tokens “mango,” “lychee,” “papaya,” or “durian,” and each token is given a probability score. When there’s a range of different tokens to choose from, SynthID can adjust the probability score of each predicted token, in cases where it won’t compromise the quality, accuracy and creativity of the output.</p> </div> <figure class="single-media single-media--fullbleed"> <div class="single-media__media"><gdm-video-embed class="gdm-video-embed gdm-video-embed--muted gdm-video-embed--background"> <video class="gdm-video-embed__player" muted playsinline loop data-autoplay="true"> <source src="/api/blob/website/media/Fig_1.mp4" type="video/mp4" > </video><div class="gdm-video-embed__controls"><button class="glue-button glue-button--low-emphasis gdm-video-embed__play-toggle"> <span class="gdm-video-embed__play-toggle--pause"> <span class="glue-visually-hidden">Pause video</span> <svg aria-hidden="true" class="glue-icon" role="presentation"> <use href="/static/glue-icons.87e996bc684c.svg#pause-button"></use> </svg> </span> <span class="gdm-video-embed__play-toggle--play"> <span class="glue-visually-hidden">Play video</span> <svg aria-hidden="true" class="glue-icon" role="presentation"> <use href="/static/glue-icons.87e996bc684c.svg#play-button"></use> </svg> </span> </button></div></gdm-video-embed></div> </figure> <div class="gdm-rich-text rich-text"> <p data-block-key="g3wu1">This process is repeated throughout the generated text, so a single sentence might contain ten or more adjusted probability scores, and a page could contain hundreds. The final pattern of scores for both the model’s word choices combined with the adjusted probability scores are considered the watermark. This technique can be used for as few as three sentences. And as the text increases in length, SynthID’s robustness and accuracy increases.</p> </div> <figure class="single-media single-media--large" aria-labelledby="single-media-b09d5b88-f32e-47f5-a6ba-cff232e5d735-figcaption"> <div class="single-media__media"> <picture class="picture"> <source media="(min-width: 1024px)" type="image/webp" width="1070" height="924" srcset="https://lh3.googleusercontent.com/60Bzkqef6F2PtPWomimL28uAaXktdBLCarTBRStb0WFigZK3fX7hNnr9khvLN9vr5nchs0-5UQD8E9pklICvOkm-tFk_Q_ZBunk1gS07mA4C0jDG=w1070-rw 1x, https://lh3.googleusercontent.com/60Bzkqef6F2PtPWomimL28uAaXktdBLCarTBRStb0WFigZK3fX7hNnr9khvLN9vr5nchs0-5UQD8E9pklICvOkm-tFk_Q_ZBunk1gS07mA4C0jDG=w2140-rw 2x" /><source media="(min-width: 600px)" type="image/webp" width="928" height="801" srcset="https://lh3.googleusercontent.com/60Bzkqef6F2PtPWomimL28uAaXktdBLCarTBRStb0WFigZK3fX7hNnr9khvLN9vr5nchs0-5UQD8E9pklICvOkm-tFk_Q_ZBunk1gS07mA4C0jDG=w928-rw 1x, https://lh3.googleusercontent.com/60Bzkqef6F2PtPWomimL28uAaXktdBLCarTBRStb0WFigZK3fX7hNnr9khvLN9vr5nchs0-5UQD8E9pklICvOkm-tFk_Q_ZBunk1gS07mA4C0jDG=w1856-rw 2x" /><source type="image/webp" width="528" height="455" srcset="https://lh3.googleusercontent.com/60Bzkqef6F2PtPWomimL28uAaXktdBLCarTBRStb0WFigZK3fX7hNnr9khvLN9vr5nchs0-5UQD8E9pklICvOkm-tFk_Q_ZBunk1gS07mA4C0jDG=w528-rw 1x, https://lh3.googleusercontent.com/60Bzkqef6F2PtPWomimL28uAaXktdBLCarTBRStb0WFigZK3fX7hNnr9khvLN9vr5nchs0-5UQD8E9pklICvOkm-tFk_Q_ZBunk1gS07mA4C0jDG=w1056-rw 2x" /> <img alt="" class="picture__image" height="924" loading="lazy" src="https://lh3.googleusercontent.com/60Bzkqef6F2PtPWomimL28uAaXktdBLCarTBRStb0WFigZK3fX7hNnr9khvLN9vr5nchs0-5UQD8E9pklICvOkm-tFk_Q_ZBunk1gS07mA4C0jDG=w1070" width="1070"> </picture> </div> <figcaption class="single-media__caption" id="single-media-b09d5b88-f32e-47f5-a6ba-cff232e5d735-figcaption"> <p data-block-key="i6nlc">A piece of text generated by Gemini with the watermark highlighted in blue.</p> </figcaption> </figure> <div class="gdm-rich-text rich-text"> <p data-block-key="g3wu1">In October 2024, we published the SynthID text watermarking technology in a detailed research paper published in <a href="https://www.nature.com/articles/s41586-024-08025-4" rel="noopener" target="_blank">Nature</a>. We also open-sourced it through the <a href="https://ai.google.dev/responsible/docs/safeguards/synthid" rel="noopener" target="_blank">Google Responsible Generative AI Toolkit</a>, which provides guidance and essential tools for creating safer AI applications. We have been working with Hugging Face to make the technology available on their <a href="https://huggingface.co/spaces/google/synthid-text" rel="noopener" target="_blank">platform</a>, so developers can build with this technology and incorporate it into their models.</p> </div> <gemini-large-text class="gemini-large-text gemini-large-text--full-gradient"> <div class="gemini-large-text__headline glue-headline glue-headline--headline-2"> <p data-block-key="soqye">We’ve expanded SynthID to watermarking and identifying text generated by the Gemini app and web experience.</p> </div><div class="gemini-large-text__buttons"> <gemini-button> <a class="button glue-button glue-button--high-emphasis glue-button--icon-right" data-gtm-tag="cta-selection" href="https://gemini.google.com/?utm_source=deepmind.google&utm_medium=referral&utm_campaign=gdm&utm_content=" rel="noopener" target="_blank"> <span class="button__text">Try Gemini</span> <svg aria-hidden="true" class="glue-icon glue-icon--arrow-forward button__icon" role="presentation"> <use href="/static/glue-icons.87e996bc684c.svg#chevron-right"></use> </svg> </a> </gemini-button> </div></gemini-large-text> </div> <div class="glue-page bookmark" id="ai-generated-music"> <div class="section-title"> <h2 class="glue-headline glue-headline--headline-2 section-title__title">SynthID for AI-generated music</h2> <div class="glue-body--large section-title__description"><p data-block-key="tubvg">SynthID's first deployment was through Lyria, our most advanced AI music generation model to date, and all AI-generated audio published by our Lyria model has a SynthID watermark embedded directly into its waveform.</p></div> </div> <div class="glue-grid gemini-video-block"> <div class="gemini-video glue-grid__col glue-grid__col--span-12"> <gemini-scale-custom class="gemini-video__mask"> <div class="gemini-video__asset gemini-custom-scale"> <div class="gemini-custom-scale__inner"> <a aria-label='Watch' class="gemini-video__button" data-gdm-modal-trigger="d7f3b94e-4f4c-4ef8-b643-3f5908071b20" href="https://www.youtube.com/watch?v=a-SkjHQl1Dw" rel="noopener" target="_blank"> <span class="gemini-video__button__icon-bg"> <svg aria-hidden="true" class="glue-icon" role="presentation"> <use href="/static/glue-icons.87e996bc684c.svg#play-button"></use> </svg> </span> </a> <gemini-border-gradient class="gemini-border"> <div class="gemini-border__sub-border"></div> </gemini-border-gradient> <picture class="picture"> <source type="image/webp" width="1066" height="600" srcset="https://lh3.googleusercontent.com/L9tKBymhbiI5hB9xf3XhUWY2CY-GKy3r3_J1PVaWz3zF6O1zneXsn2NeRgSBU4HXNeGCsJt7TaJiZuVaSkdqvd5EsRM7vNzttOVMmRF__XUoc35ChqY=h600-rw 1x, https://lh3.googleusercontent.com/L9tKBymhbiI5hB9xf3XhUWY2CY-GKy3r3_J1PVaWz3zF6O1zneXsn2NeRgSBU4HXNeGCsJt7TaJiZuVaSkdqvd5EsRM7vNzttOVMmRF__XUoc35ChqY=h1200-rw 2x" /> <img alt="" class="picture__image" height="600" loading="lazy" src="https://lh3.googleusercontent.com/L9tKBymhbiI5hB9xf3XhUWY2CY-GKy3r3_J1PVaWz3zF6O1zneXsn2NeRgSBU4HXNeGCsJt7TaJiZuVaSkdqvd5EsRM7vNzttOVMmRF__XUoc35ChqY=h600" width="1066"> </picture> </div> </div> </gemini-scale-custom> <template id="d7f3b94e-4f4c-4ef8-b643-3f5908071b20"> <div aria-label="" class="glue-modal gdm-modal gdm-modal--full-width gdm-modal--media"> <div class="gdm-modal__backdrop"></div> <div class="gdm-modal__inner"> <div class="gdm-modal__content"> <figure class="modal-media modal-media--video"> <gdm-youtube class="glue-video gdm-video" data-autoplay="true"> <div class="glue-video__preview-container glue-video__preview-container--inline"> <object aria-hidden="true" class="glue-video__preview" data="https://i.ytimg.com/vi_webp/a-SkjHQl1Dw/maxresdefault.webp" type="image/webp"> <img alt="" class="glue-video__preview-image" loading="lazy" role="presentation" src="https://i.ytimg.com/vi_webp/a-SkjHQl1Dw/hqdefault.webp" /> </object> <div class="glue-video__info"> <svg aria-hidden="true" class="glue-icon glue-video__play-button glue-video__play-button--white" role="presentation"> <use href="/static/glue-icons.87e996bc684c.svg#video-youtube"></use> </svg> <p class="glue-visually-hidden">Watch</p> </div> </div> <div class="glue-video__container glue-video__container--inline" data-glue-yt-video-vid="a-SkjHQl1Dw"> </div> </gdm-youtube> </figure> </div> <button class="glue-modal__close-btn gdm-modal__close-btn" aria-label="Close the modal"></button> </div> </div> </template></div> </div> <div class="gdm-rich-text rich-text"> <p data-block-key="g3wu1">SynthID converts the audio wave, a one dimensional representation of sound, into a spectrogram. This two dimensional visualization shows how the spectrum of frequencies in a sound evolves over time.</p> </div> <figure class="single-media single-media--inline"> <div class="single-media__media"> <picture class="picture"> <source media="(min-width: 600px)" type="image/webp" width="616" height="285" srcset="https://lh3.googleusercontent.com/EdymzMExjxggR_iWnX84J6-TmQlz4t0oUF3Y4030XAyOgWRu7_0b1lUJnzQUTIm9t0WvrqDiQPgTTIyExLCU1KmFDQtL4NXHJjUXPGq0pbqDxxXZTg=w616-rw 1x, https://lh3.googleusercontent.com/EdymzMExjxggR_iWnX84J6-TmQlz4t0oUF3Y4030XAyOgWRu7_0b1lUJnzQUTIm9t0WvrqDiQPgTTIyExLCU1KmFDQtL4NXHJjUXPGq0pbqDxxXZTg=w1232-rw 2x" /><source type="image/webp" width="528" height="244" srcset="https://lh3.googleusercontent.com/EdymzMExjxggR_iWnX84J6-TmQlz4t0oUF3Y4030XAyOgWRu7_0b1lUJnzQUTIm9t0WvrqDiQPgTTIyExLCU1KmFDQtL4NXHJjUXPGq0pbqDxxXZTg=w528-rw 1x, https://lh3.googleusercontent.com/EdymzMExjxggR_iWnX84J6-TmQlz4t0oUF3Y4030XAyOgWRu7_0b1lUJnzQUTIm9t0WvrqDiQPgTTIyExLCU1KmFDQtL4NXHJjUXPGq0pbqDxxXZTg=w1056-rw 2x" /> <img alt="" class="picture__image" height="285" loading="lazy" src="https://lh3.googleusercontent.com/EdymzMExjxggR_iWnX84J6-TmQlz4t0oUF3Y4030XAyOgWRu7_0b1lUJnzQUTIm9t0WvrqDiQPgTTIyExLCU1KmFDQtL4NXHJjUXPGq0pbqDxxXZTg=w616" width="616"> </picture> </div> </figure> <div class="gdm-rich-text rich-text"> <p data-block-key="g3wu1">Once the spectrogram is computed, the digital watermark is added into it. Finally, the spectrogram is converted back to the waveform. During this conversion step, SynthID leverages audio properties to ensure that the watermark is inaudible to the human ear so that it doesn’t compromise the listening experience.</p><p data-block-key="p1ip">The watermark is robust to many common modifications such as noise additions, MP3 compression or speeding up and slowing down the track. SynthID can also scan the audio track to detect the presence of the watermark at different points to help determine if parts of it may have been generated by Lyria.</p> </div> </div> <div class="glue-page bookmark" id="ai-generated-images-and-video"> <div class="section-title"> <h2 class="glue-headline glue-headline--headline-2 section-title__title">SynthID for AI-generated images and video</h2> <div class="glue-body--large section-title__description"><p data-block-key="tubvg">SynthID adds a digital watermark that’s imperceptible to the human eye directly into the pixels of an AI-generated image or to each frame of an AI-generated video.</p></div> </div> <div class="media-grid media-grid--full-width"> <div class="media-grid__item"><figure class="media-grid__media"> <picture class="picture"> <source media="(min-width: 1024px)" type="image/webp" width="400" height="225" 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https://lh3.googleusercontent.com/F_HZJIk8LH2mmz-ZVYCnK0AGm2sx1yExrk4MvbTOt7pOUAXgprizxG3f32QrgRSkmZoBpn18xdEbGD3DDvRTLMcUKNadz2n7Vy-fWyG6nKV18qZ8hA=w1088-rw 2x" /> <img alt="" class="picture__image" height="225" loading="lazy" src="https://lh3.googleusercontent.com/F_HZJIk8LH2mmz-ZVYCnK0AGm2sx1yExrk4MvbTOt7pOUAXgprizxG3f32QrgRSkmZoBpn18xdEbGD3DDvRTLMcUKNadz2n7Vy-fWyG6nKV18qZ8hA=w400" width="400"> </picture> </figure></div></div> <gemini-large-text class="gemini-large-text gemini-large-text--full-gradient"> <div class="gemini-large-text__headline glue-headline glue-headline--headline-2"> <p data-block-key="soqye">We’ve designed it so it doesn’t compromise image or video quality, and allows the watermark to remain detectable — even after modifications like cropping, adding filters, changing colors, changing frame rates and saving with various lossy compression schemes.</p> </div></gemini-large-text> <div class="section-title"> <h2 class="glue-headline glue-headline--headline-2 section-title__title">Where is SynthID available?</h2> <div class="glue-body--large section-title__description"><p data-block-key="tubvg">This technology is available to Vertex AI customers using our text-to-image models, Imagen 3 and Imagen 2, which create high-quality images in a wide variety of artistic styles. SynthID technology is also watermarking the image outputs on ImageFX. We’ve also integrated SynthID into Veo, our most capable video generation model to date, which is available to select creators on VideoFX.</p></div> </div> <gdm-carousel class="glue-carousel carousel" id="carousel-926afd3a-c3c3-42a8-9348-914c6aea229b"> <div class="carousel__button-wrapper"> <button class="glue-carousel__button glue-carousel__button--prev" aria-label="Previous item"> <svg aria-hidden="true" class="glue-icon glue-icon--32px" role="presentation"> <use href="/static/glue-icons.87e996bc684c.svg#chevron-left"></use> </svg> <gemini-border-gradient class="gemini-border carousel__border"> <div class="gemini-border__sub-border"></div> </gemini-border-gradient> </button> <button class="glue-carousel__button glue-carousel__button--next" aria-label="Next item"> <svg aria-hidden="true" class="glue-icon glue-icon--arrow-forward glue-icon--32px" role="presentation"> <use href="/static/glue-icons.87e996bc684c.svg#chevron-right"></use> </svg> <gemini-border-gradient class="gemini-border 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class="glue-carousel__navigation" aria-label="Choose item to display"></div> </gdm-carousel> <div class="gdm-rich-text rich-text"> <p data-block-key="g3wu1">SynthID can also scan a single image, or the individual frames of a video to detect digital watermarking. Users can identify if an image, or part of an image, was generated by Google’s AI tools through the About this image feature in Search or Chrome.</p> </div> </div> </div> <div class="glue-page bookmark"> <figure class="single-media single-media--large" aria-labelledby="single-media-0b2c8843-afd1-4cc1-b435-fee996aa35d8-figcaption"> <div class="single-media__media"> <picture class="picture"> <source media="(min-width: 1024px)" type="image/webp" width="1070" height="601" srcset="https://lh3.googleusercontent.com/edFTklHdkFL8yzP8QILM1zL9zmJMLR-N3NWvR8DA6J-6qiKyRcmN7kl7uwJUY3-LEuK4XoKTrRJQ4RM7LOoHx6VKex21JBHovnfcu6pwYdTa0kFowl0=w1070-rw 1x, https://lh3.googleusercontent.com/edFTklHdkFL8yzP8QILM1zL9zmJMLR-N3NWvR8DA6J-6qiKyRcmN7kl7uwJUY3-LEuK4XoKTrRJQ4RM7LOoHx6VKex21JBHovnfcu6pwYdTa0kFowl0=w2140-rw 2x" /><source media="(min-width: 600px)" type="image/webp" width="928" height="522" srcset="https://lh3.googleusercontent.com/edFTklHdkFL8yzP8QILM1zL9zmJMLR-N3NWvR8DA6J-6qiKyRcmN7kl7uwJUY3-LEuK4XoKTrRJQ4RM7LOoHx6VKex21JBHovnfcu6pwYdTa0kFowl0=w928-rw 1x, https://lh3.googleusercontent.com/edFTklHdkFL8yzP8QILM1zL9zmJMLR-N3NWvR8DA6J-6qiKyRcmN7kl7uwJUY3-LEuK4XoKTrRJQ4RM7LOoHx6VKex21JBHovnfcu6pwYdTa0kFowl0=w1856-rw 2x" /><source type="image/webp" width="528" height="297" srcset="https://lh3.googleusercontent.com/edFTklHdkFL8yzP8QILM1zL9zmJMLR-N3NWvR8DA6J-6qiKyRcmN7kl7uwJUY3-LEuK4XoKTrRJQ4RM7LOoHx6VKex21JBHovnfcu6pwYdTa0kFowl0=w528-rw 1x, https://lh3.googleusercontent.com/edFTklHdkFL8yzP8QILM1zL9zmJMLR-N3NWvR8DA6J-6qiKyRcmN7kl7uwJUY3-LEuK4XoKTrRJQ4RM7LOoHx6VKex21JBHovnfcu6pwYdTa0kFowl0=w1056-rw 2x" /> <img alt="" class="picture__image" height="601" loading="lazy" src="https://lh3.googleusercontent.com/edFTklHdkFL8yzP8QILM1zL9zmJMLR-N3NWvR8DA6J-6qiKyRcmN7kl7uwJUY3-LEuK4XoKTrRJQ4RM7LOoHx6VKex21JBHovnfcu6pwYdTa0kFowl0=w1070" width="1070"> </picture> </div> <figcaption class="single-media__caption" id="single-media-0b2c8843-afd1-4cc1-b435-fee996aa35d8-figcaption"> <p data-block-key="i6nlc">An example of using the “About this image” feature, where SynthID can help users determine if an image was generated with Google’s AI tools.</p> </figcaption> </figure> <div class="gdm-rich-text rich-text"> <p data-block-key="g3wu1"><strong>Note:</strong> The model used to produce synthetic images and audio examples on this page may be different from the model used on YouTube, Imagen on Vertex AI.</p> </div> <aside class="related-posts"> <div class="glue-page"><div class="section-heading section-heading--no-description related-posts__heading"> <div class="section-heading__text"> <h2 class="section-heading__title glue-headline glue-headline--headline-3">More technologies</h2> </div> </div> <ul class="glue-grid glue-cards cards"><li class="glue-grid__col glue-grid__col--span-6 glue-grid__col--span-4-lg glue-grid__col--span-4-xl"> <a class="glue-card card" 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