AI Model Creates Invisible Digital Masks to Defend Against Unwanted Facial Recognition College of Computing

Our community is about connecting people through open and thoughtful conversations. We want our readers to share their views and exchange ideas and facts in a safe space. By leveraging these technologies, you can uncover patterns that may not be immediately apparent, and you can refine your strategies ChatGPT accordingly. Sometimes, I find myself getting carried away with a particular belief, convinced that I’ve identified the best solution to a problem. It’s not until I’m challenged, often by my friends in entrepreneurial communities, that I realize there might be a better way to tackle the issue.

Now we have tools that can create convincing, photorealistic videos with a few clicks. The research showcases the potential for this AI-powered sensor technology to expand into diverse applications. “Privacy-preserving data sharing and analytics like Chameleon will help to advance governance and responsible adoption of AI technology and stimulate responsible science and innovation,” said Liu. In several research tests, Chameleon outperformed three top facial recognition protection models in visual and protective metrics. The tests also showed that Chameleon offers more substantial privacy protection while being faster and more resource-efficient.

Just as a chameleon changes colors to mask itself from predators, new AI-powered technology is protecting people’s photos from online privacy threats. Harnessing AI tools for data accuracy and insights can significantly elevate your decision-making processes. Consider developing a routine where you input your data or analysis into a tool like ChatGPT or other AI platforms. This serves as a checkpoint for your work and allows you to ask the AI for suggestions on improvements or examples that could enhance your findings.

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For Farid, identifying AI-generated videos and misleading deepfakes starts with where you source your information. Take the AI-generated images that circulated on social media in the aftermath of Hurricane Helene and Hurricane Milton. Most of them were pretty obviously fake, but they still had an emotional affect on people. “Even when these things are not very good, it doesn’t mean that they don’t penetrate, it doesn’t mean that it doesn’t sort of impact the way people absorb information,” he said.

By embracing AI as a strategic partner, you can position your business for long-term success and leverage innovation to lead the way forward. A great place to start is to focus on how AI can solve problems specific to your industry. Even the most strictly structured industries, like insurance, can innovate to help companies run more efficiently and deliver a better customer experience. Adopting the Nvidia AI Blueprint could save developers months of effort on investigating and optimizing generative AI models for smart city applications. Part of Nvidia Metropolis, a set of developer tools for building vision AI applications, the blueprint is a customizable workflow that combines Nvidia computer vision and generative AI technologies. Nvidia announced that its Nvidia AI Blueprint will make it easy for developers in any industry to build AI agents to analyze video and image content.

These tools can identify trends and provide actionable insights, such as which content types drive the most engagement or which demographics are most likely to convert. For example, a connection of mine, David Kleinhandler came out of retirement to create Optifino, an innovative insurtech platform backed by top Silicon Valley investors. Optifino combines cutting-edge AI with financial and life insurance planning to streamline portfolio management for insurance customers. Their tools also make it easier for advisors to identify the right insurance products for their clients, based on their tax- and legacy-related goals. Putting an AI engine to work has cut down on onerous work, and helped clients save money while being better set up for long-term performance. The facility will offer businesses access to Google Gemini’s Large Language Models for testing AI-driven use cases such as natural language understanding, image generation, and predictive analytics.

How to identify AI-generated videos

Again, this is when AI literacy comes into play; videos like these require some research to verify or debunk. To identify face swaps, look for flaws or artifacts around the boundaries of the face. “You typically see artifacts when the head moves obliquely to camera,” said digital forensics expert and UC Berkeley Professor of Computer Science Hany Farid. As for the arms and hands, “If the hand moves, or something occludes the face, [the image] will glitch a little bit,” Farid continued. “If all you’re seeing is this,” — on our Zoom call, Farid keeps his arms stiff and by his sides — “and the person’s not moving at all, it’s fake.” Sorry to disappoint, but if you’re looking for a quick list of easily identifiable and foolproof ways for detecting AI-generated videos, you’re not going to find it here.

Among its core provisions, the order established the US AI Safety Institute (AISI) and lays out requirements for companies to submit reports about AI training methodologies and security measures, including vulnerability testing data. The order also directed the Commerce Department’s National Institute of Standards and Technology (NIST) to develop guidance to help companies identify and fix flaws in their AI models. Lyu’s 2018 paper about detecting AI-generated videos because the subjects didn’t blink properly was widely publicized in the AI community. As a result, people started looking for eye-blinking defects, but as the technology progressed, so did more natural blinks. “People started to think if there’s a good eye blinking, it must not be a deepfake and that’s the danger,” said Lyu. “We actually want to raise awareness but not latch on particular artifacts, because the artifacts are going to be amended.”

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Host workshops or bring in AI experts to inspire creative thinking and show how AI can open doors to new possibilities. When employees feel empowered to explore AI solutions, they’re more likely to implement groundbreaking changes that drive success. Now, every industry can tap into the power of AI to grow and strengthen operations. You might even be inspired to innovate within your field, developing something entirely new that transforms how your business operates. Keep reading to learn how businesses, regardless of size or industry, can adopt AI to stay competitive. Developers can also build and deploy Nvidia AI Blueprints on Nvidia AI platforms with compute, networking and software provided by global server manufacturers.

Surround yourself with people who are willing to push boundaries, challenge conventional thinking, and foster a culture where experimentation with AI is encouraged and celebrated. At the same time, encourage a mindset of continuous learning and innovation within your organization. Start by taking a close look at your day-to-day operations to identify any manual processes that consume valuable time.

By allowing the AI to define its own assessment parameters, the device achieved impressive accuracy, highlighting its potential for broader applications in both food production and medical diagnostics. The landscape of AI tools is ever-expanding, offering innovative solutions tailored to various industries. For example, in marketing, platforms like HubSpot and Google Analytics now incorporate AI capabilities that analyze customer behavior and campaign performance in real time.

In addition to deregulation, Trump’s trade policies could significantly affect AI development. The administration may also strengthen export controls on AI chips and models to China, though some Chinese companies currently access these tools through cloud services. Global systems integrators in Southeast Asia — including ITMAX in Malaysia and FPT in Vietnam — are building AI agents based on the video search and summarization Nvidia AI Blueprint for smart city and intelligent transportation applications.

The Rise of AI Across All Industries

If Trump strips away federal regulation of AI, state governments may step in to fill any federal regulatory gaps. For example, in March, Tennessee enacted protections against AI voice cloning, and in May, Colorado created a tiered system for AI deployment oversight. In September, California passed multiple AI safety bills, one requiring ai picture identifier companies to publish details about their AI training methods and a contentious anti-deepfake bill aimed at protecting the likenesses of actors. The tech billionaire spent tens of millions through a political action committee supporting Trump’s campaign and has been angling for regulatory influence in the new administration.

Nvidia AI Blueprints are incorporated in the Dell AI Factory with Nvidia and Lenovo Hybrid AI solutions. Visual AI agents are powered by vision language models (VLMs), a class of generative AI models that combine computer vision and language understanding to interpret the physical world and perform reasoning tasks. With this technology, Nvidia said any industry can now search and summarize vast volumes of visualdata. While Trump rarely discussed AI during his campaign, his other platform positions could influence the industry.

These agents can answer user questions, generate summaries and enable alerts for specific scenarios. The innovative model, developed at Georgia Tech, creates invisible digital masks for personal photos to thwart unwanted online facial recognition while preserving the image quality. Right now, AI-generated videos are still a relatively nascent modality compared to AI-generated text, images, and audio, because getting all the details right is a challenge ChatGPT App that requires a lot of high quality data. “But there’s no fundamental obstacle to getting higher quality data,” only labor-intensive work, said Siwei Lyu, a professor of computer science and engineering at University at Buffalo SUNY. The researchers said a notable visual difference often exists between the original and photos using current masking models. However, Chameleon preserves much of the original photo’s quality among various facial images.

Deployed on Nvidia GPUs at the edge, on premises or in the cloud, it can vastly accelerate the process of combing through video archives to identify key moments. Enterprises and public sector organizations around the world are developing AI agents to boost the capabilities of workforces that rely on visual information from a growing number of devices — including cameras, IoT sensors and vehicles. Accenture, Dell and Lenovo are among the companies tapping a new Nvidia AI Blueprint to develop visual AI agents that can boost productivity, optimize processes and create safer spaces. Trump supporters in the US government have criticized the measures, as TechCrunch points out. In March, Representative Nancy Mace (R-S.C.) warned that reporting requirements could discourage innovation and prevent developments like ChatGPT.

If you are already a registered user of TheHindu Businessline and logged in, you may continue to engage with our articles. Users can access their older comments by logging into their accounts on Vuukle. Global professional services company Accenture has integrated Nvidia AI Blueprints into its Accenture AI Refinery, which is built on Nvidia AI Foundry and enables customers to develop custom AI models trained on enterprise data. But with a different AI environment these days in the wake of ChatGPT and media-reality-warping image synthesis models, those earlier orders don’t likely point the way to future positions on the topic. That means you can expect AI-generated videos to get way better, very soon, and do away with the telltale artifacts — flaws or inaccuracies — like morphing faces and shape-shifting objects that mark current AI creations.

He’s also the co-founder of Calendar, a scheduling and time management app. It’s transforming industries by streamlining operations, improving decision-making, and unlocking new opportunities for growth. The key is to start small, identify areas of improvement, and integrate AI thoughtfully.

It’s your best defense against being duped by AI deepfakes, disinformation, or just low-quality junk. It’s a hard skill to develop, because every aspect of the online world fights against it in a bid for your attention. But the good news is, it’s possible to fine-tune your AI detection instincts. Well, turns out, they “may” be able to appeal and get rid of the teen account status. However, according to a Meta representative, that’s under development right now.

It’s alarming how easy it is to create an account on any platform by using the wrong birthdate. While there are no exact dates on when it arrives, we can hope for it to make it by next year. In this very instant, Meta’s primary focus is to improve the accuracy of this classifier. As a result, such users will need to verify their age before downloading certain apps, and understandably, it’s not good news for Apple’s App Store or Google’s Play Store. The AI based sensor (artificial tongue) developed by Penn State University (PSU) which can instantly detect food freshness and safety with over 95% accuracy. Educate your team about the potential of AI, and create an environment where experimentation is encouraged.

Moreover, the company will also be able to see the unique device ID that’s carrying out such actions to further pinpoint the users behind it. This new step towards further strengthening the privacy and security of teenagers on social media comes from Meta being under fire for allegedly getting such users hooked to social media. In addition, Meta is also being targeted by parents whose children have taken to drugs and passed away due to social media consumption. Meta has been buckling up to guard the online safety of teenagers on Instagram and Facebook. After introducing teen accounts and even giving Instagram new powers to combat sextortion, Meta has now shifted its focus to eradicating the problem at its very root.

You can foun additiona information about ai customer service and artificial intelligence and NLP. Wipro, which employs over 230,000 people across 65 countries, aims to accelerate enterprise AI adoption through this initiative. Developers can easily swap in other VLMs, LLMs and graph databases and fine-tune them using the Nvidia NeMo platform for their unique environments and use cases. He has called AI “very dangerous” and spoken about its high energy requirements. If you’re suspicious about AI-generated content, check other sources to see if they’re also sharing it, and if it all looks the same. As Lyu says, “a deepfake only looks real from one angle.” Search for other angles of the instance in question. Farid recommends sites like Snopes and Politifact, which debunk misinformation and disinformation.

Meta is now working on an AI-powered Adult Classifier tool that can stop such people from lying about their age. A bespoke P-3 mask is created based on a few user-submitted facial photos. After applying the mask, protected photos won’t be detectable by someone scanning for the user’s face. Instead, the unwanted scan will identify the protected photos as being someone else.

Beyond smart spaces, visual AI agents could also be used to summarize videos for people with impaired vision, automatically generate recaps of sporting events and help label massive visual datasets to train other AI models. Users can customize these visual AI agents with natural language prompts instead of rigid software code, lowering the barrier to deploying virtual assistants across industries and smart city applications. Teenagers who try to manually increase their age will need to submit formal identification to get past the restriction. Alternatively, they can send a video selfie to Yoti, a service that can identify age based on facial features.

As we all continue to navigate the rapidly changing AI landscape, it’s going to be crucial to do the work — and trust your gut. Building the awareness that something might be AI-generated will “trigger a whole sequence of action,” said Lyu. “Check, who’s sharing this? Is this person reliable? Are there any other sources correlating on the same story, and has this been verified by some other means? I think those are the things the most effective counter measures for deepfakes.” The Chameleon model was developed by Professor Ling Liu of the School of Computer Science (SCS), Ph.D. students Sihao Hu and Tiansheng Huang, and Ka-Ho Chow, an assistant professor at the University of Hong Kong and Liu’s former Ph.D. student.

• While Trump rarely discussed AI during his campaign, his other platform positions could influence the industry.
• Developers can easily swap in other VLMs, LLMs and graph databases and fine-tune them using the Nvidia NeMo platform for their unique environments and use cases.
• “People started to think if there’s a good eye blinking, it must not be a deepfake and that’s the danger,” said Lyu.
• In addition to deregulation, Trump’s trade policies could significantly affect AI development.
• These tools can identify trends and provide actionable insights, such as which content types drive the most engagement or which demographics are most likely to convert.
• We might still be able to tell when an image is AI if it shows a human or another familiar subject, but it can be more difficult when it comes to images of microscopic phenomena.

Sure, there have been some glaringly obvious uses to AI-generated images in scientific papers (there was that ridiculous image of rat with a huge penis, complete with nonsense AI-generated text). Having forward-thinking individuals like Kleinhandler—who can see the big picture and think outside the box—is crucial for driving this kind of innovation. These leaders recognize AI’s potential and know how to strategically implement it to align with business goals. Early Wednesday morning, Donald Trump became the presumptive winner of the 2024 US presidential election, setting the stage for dramatic changes to federal AI policy when he takes office early next year. Among them, Trump has stated he plans to dismantle President Biden’s AI Executive Order from October 2023 immediately upon taking office.

Researchers at Penn State University, Pennsylvania have developed an AI-driven electronics sensor capable of analysing subtle differences in liquids, significantly advancing food safety and diagnostic applications. This innovative device not only detects variations in liquid samples but also identifies potential safety issues in various foods, offering results within seconds. Designed with food safety professionals, quality assurance teams, and health diagnostics in mind, this technology provides a reliable, fast tool for assessing quality and safety standards across sectors.

That said, there are some things to look for if you suspect an AI video deepfake. AI video deepfakes are typically “shot” in a talking-head format, where you can just see the heads and shoulders of the speaker, with their arms out of view (more on that in a minute). Navigating the AI slop-infested web requires using your online savvy and good judgment to recognize when something might be off.

His plans to restrict H-1B visas and expand oil and gas development may affect AI companies’ ability to recruit talent and access computing resources. Since then, a bunch of other apps have popped up that can transform your favorite memes into GIFs and imaginative scenes that look like they took an entire CGI team with a Disney budget. Hollywood creatives are right to be outraged about the advent of text-to-image models, which likely trained on their work and now threaten to replace it. “Fabrication coming from them, distorting certain facts, when you don’t know what they look like or sound like most of the time, that’s really hard to disprove,” said Sankaranarayanan, whose work focuses on political deepfakes.

• Even the most strictly structured industries, like insurance, can innovate to help companies run more efficiently and deliver a better customer experience.
• Designed with food safety professionals, quality assurance teams, and health diagnostics in mind, this technology provides a reliable, fast tool for assessing quality and safety standards across sectors.
• In addition, Meta is also being targeted by parents whose children have taken to drugs and passed away due to social media consumption.
• Due to this, those under 18 years of age can easily add years and join the less-restricted side of Instagram.
• With fakes, “We have seen people who have irregularly shaped teeth,” or the number of teeth change throughout the video, said Lyu.

Imposter videos are generally pretty convincing, because the technology has been around longer and they build off of existing footage instead of generating something from scratch. Remember those Tom Cruise deepfake videos from a few years ago that went viral for being so convincing? They worked because the creator, Chris Ume, looked a lot like Tom Cruise, worked with a professional Tom Cruise impersonator, and did lots of minute editing, according to an interview with Ume from The Verge. These days, there are an abundance of apps out there that accomplish the same thing and can even — terrifyingly — include audio from a short sound bite that the creator finds online. Right now, it’s very easy to lie about your age and have a younger or older online persona.

His AI company, xAI, which makes the Grok-2 language model, stands alongside his other ventures—Tesla, SpaceX, Starlink, Neuralink, and X (formerly Twitter)—as businesses that could see regulatory changes in his favor under a new administration. “By studying [AI-generated images], we think people can improve their AI literacy,” said Negar Kamali, an AI research scientist at Northwestern University’s Kellogg School of Management, who co-authored a guide to identifying AI-generated images. “Even if I don’t see any artifacts [indicating AI-generation], my brain immediately thinks, ‘Oh, something is off,'” added Kamali, who has studied thousands of AI-generated images. “Even if I don’t find the artifact, I cannot say for sure that it’s real, and that’s what we want.” It will flag teenagers who are creating a new account using the same email address but with a modified birthdate.