Deepfake technology has increasingly become a tool for creating highly realistic and yet completely fabricated images and videos, posing significant privacy risks. This technology allows for the impersonation of individuals in various contexts, potentially leading to identity fraud, privacy breaches, and reputational damage for both individuals and organizations. The ease with which deepfakes can be created and disseminated, especially given the availability of open-source deepfake generation tools, exacerbates these risks. Moreover, deepfakes have found applications in malicious activities ranging from social engineering attacks to the creation of nonconsensual pornographic content, heightening concerns about privacy and security in the digital realm.
The alarming capability of deepfake technology to produce believable content from minimal real-life input (one image or mere seconds of audio) further underscores the urgency of addressing this issue. As such technologies continue to evolve at a rapid pace, outstripping efforts to regulate their use or implement effective countermeasures on social media platforms, there is a critical need for proactive solutions that empower individuals to protect their digital identities.
Here a single image from a (fake) Social profile is used to create a deepfake video from a popular gif
Hey Bali, do you want a promotion?
Bali got deepfaked by a malicious actor, and he missed an important opportunity! The harms could have been much deeper
When it comes to deepfakes, prevention is (a lot) better than cure
Deepmask is an innovative approach that leverages AI technology not as a tool for invasion of privacy but as a means of defense against potential abuses of digital identity through deepfakes. By enabling users to anonymize their personal information and create virtual personas or avatars with unique faces, styles, and voices, Deepmask provides a layer of protection designed to prevent individuals’ likenesses from being exploited in deepfake creations.
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Professional Profile |
Social Profile |
 Bali’s Private images |
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| OpenPose Virtual Face generator template |
Prompt: a good young indian office employee, black hair, male |
Prompt: a funky young indian party animal, black hair, male |
 Deepmasked images, with non users “anonymized” |
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- Face Generation: Utilizing Stable Diffusion with ControlNet enabled, and set to ControlType:
OpenPose_faceonly for generating virtual faces.
- Face Swap: Implementing ReActor plugin for swapping faces between images or videos.
- Body Swap: Employing Segment Anything (SAM) model for body selection and using Stable Diffusion to anonymize or swap bodies within content.
- Voice Swap: WhisperX for text detection, TortoiseTTS for Speech generation
- P0 - Face Masking: The initial phase focuses on creating virtual avatars by generating unique faces that users can adopt in their online presence.
- P1 - Voice Masking: This phase introduces the capability to alter voice recordings such that they match the generated virtual avatars while protecting the user’s original voice characteristics.
- P2 - Auto Users Face Matching and Customized Swapping: Enhancing user experience by automatically matching users’ faces with suitable virtual avatars based on preferred features and facilitating customized face swapping.
- P3 - Body Masking: The final phase extends the anonymization process to include body masking, allowing users to select and swap entire body images, further enhancing privacy and protection against deepfake exploitation.
Deepmask serves a wide array of users and scenarios, offering vital solutions in several contexts:
- Personal Privacy Protection: Individuals concerned about their digital footprint and privacy can use Deepmask to present a virtual persona online, reducing the risk of their real images being used in deepfakes.
- Social Media Integrity: Content creators who wish to maintain an online presence without compromising their real-life identity can utilize Deepmask for creating content that remains true to their creative vision but disconnects from their personal identity.
- Professional and Corporate Security: Businesses can protect their employees’ identities in digital communications, safeguarding against impersonation attacks that could lead to data breaches or financial fraud.
While Deepmask presents a promising solution against the misuse of deepfake technology, several challenges remain. These include ensuring the accessibility of the technology for non-technical users, maintaining the balance between anonymity and authenticity, and continuously adapting to evolving deepfake technologies.
Future developments could explore integrating more advanced AI techniques for even more realistic voice and face generation, improving user interfaces for easier customization of avatars, and expanding partnerships with social media platforms for broader implementation of anonymization features. Additionally, ethical considerations around the use of such technologies must be addressed continuously to ensure they are used responsibly.
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Bharat Shetty B
@ctangent Editor & Promoter
Could you folks please attach a github/gitlab repo having roadmap of all these items broken down into pieces.
Btw, I remember that you had submitted one more idea right ? Which of these you will be consolidating/finalising on ? @mayank ?
Mayank Kumar
@munk Submitter
Yes, will update the project with roadmap details.
I did submit another idea, Decon. I have been working on both the projects, but Decon is more likely to be completed by the Hackathon final demo date.
Akshobhya
@akshobhya_j Editor & Promoter
I feel it'd be better to focus on one idea and implement the project
Mayank Kumar
@munk Submitter
Me and my partner are the first customers for these projects, and are working to complete them as soon as possible to be able to publish creative content (Decon) to social media , while maintaining our privacy (Deepmask) :)
I feel very lucky to be part of the talented open source community, while working on these projects, and being able to receive valuable help, while sharing the learnings we gather during our work back with the community
I am very fine with this project not being considered for the competition for the award as I think I submitted it beyond the deadline of 15 Feb 12.30 PM IST anyways :D
Akshobhya
@akshobhya_j Editor & Promoter
The work being undertaken as part of Decon and Deepmask is quite commendable. I think these tools are needed and can be a good open source contribution. This project can be considered as long as there is a clear roadmap and a Git repository with all the necessary information duly filled in the readme file.
Mayank Kumar
@munk Submitter
Thank you for the encouragement! I will have the github details and roadmaps updated for the projects by EOD 16th Feb (EST)
Bharat Shetty B
@ctangent Editor & Promoter
Sure, thanks. We love to see all these projects code being shared for benefit of open source and promote and foster more learning/out of the box learning and innovative solutions for India and the globe. Keep them coming.
Just share the github details/roadmaps etc and also describe the proceess/models for both projects in README.md. Thanks.
Mayank Kumar
@munk Submitter
I have updated the project with the details:
Bharat Shetty B
@ctangent Editor & Promoter
We can allow only one project from your submissions for the demo and jury evaluation. Do let us know which one you will demo on finale project submissions day. The other project can be extra showcase project for the community.