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In today's digital era, facial recognition technology, traditionally linked with high-end devices, is undergoing a revolutionary shift. Avtar Singh, an expert in resource-constrained computing and mobile vision, has developed an innovative framework that bridges the technological divide. This groundbreaking solution brings facial recognition capabilities to low-end devices, ensuring accessibility for broader audiences while maintaining high standards of accuracy and performance. Revolutionizing Algorithm Efficiency Traditional facial recognition systems often demand computational resources beyond the reach of budget-friendly devices. A novel approach addresses this challenge by leveraging algorithmic simplification inspired by efficient object detection frameworks. By optimizing feature extraction and detection processes, memory usage is reduced from 250MB to approximately 110MB. Advanced techniques such as model pruning and architecture scaling achieve a 70% reduction in computational demands while maintaining over 93% accuracy. This innovation enables the integration of facial recognition technology into devices previously deemed unsuitable. Smart Frame Processing for Real-Time Performance Real-time facial recognition on low-end hardware is challenging. A novel grid-based prediction system optimizes resources by selectively processing every third frame at full resolution, with intermediate frames interpolated. This approach reduces response times to an average of 156ms, significantly outperforming traditional methods. The multi-scale strategy focuses on high-confidence detection regions, achieving a balance between accuracy and speed, making it ideal for resource-constrained environments. Harnessing the Power of Hybrid Cloud-Edge Computing The framework seamlessly integrates local device processing with cloud computing to optimize workload distribution. Facial detection is handled locally to minimize initial computational demands, while complex feature extraction tasks are offloaded to cloud servers. By transmitting compressed feature maps instead of raw images, the system reduces bandwidth usage by 80%, enhancing efficiency. This hybrid approach ensures consistent performance even under varying network conditions and maintains low latency, with processing delays kept under 250ms, providing a robust solution for real-time applications. Energy-Efficient Innovations Energy consumption is a critical concern for low-end devices, as continuous facial recognition operations can quickly drain battery life. This challenge is addressed through dynamic voltage and frequency scaling (DVFS) combined with optimized cache utilization, reducing energy consumption per inference to just 12mJ and significantly extending device operational lifespan. Furthermore, intelligent workload scheduling prevents thermal throttling, ensuring consistent performance over prolonged usage periods while maintaining energy efficiency and device reliability. Real-World Applications and Testing The proposed framework has undergone extensive testing on resource-constrained devices, including processors clocked at 1.1 GHz to 2.0 GHz and RAM capacities between 1GB and 3GB. Demonstrating consistent accuracy rates exceeding 90% and inference times between 155ms and 180ms, the results underscore its efficiency and reliability. These advancements pave the way for deploying sophisticated AI solutions in emerging markets, where low-end devices are prevalent, bridging technological disparities and enabling access to cutting-edge technology in underserved regions. A Blueprint for Responsible AI As facial recognition technology becomes more accessible, ethical considerations like data privacy and algorithmic accountability become increasingly important. A three-tier privacy framework ensures robust protection for user data, emphasizing a responsible approach to technology. This model not only democratizes access to advanced capabilities but also establishes a standard for balancing innovation with societal responsibilities, fostering trust and accountability in its implementation. In conclusion, Avtar Singh 's groundbreaking research revolutionizes facial recognition technology by enhancing accessibility and global impact. Through optimized algorithms, hybrid cloud-edge computing, and energy-efficient designs, this innovative framework overcomes barriers like cost and resource constraints. By addressing these challenges, it fosters inclusivity and bridges the digital divide, ensuring advanced AI technologies benefit diverse communities worldwide. This approach not only promotes equitable technological progress but also creates transformative impacts, improving lives and enabling meaningful advancements across various global contexts. .From wealth and success to murder suspect, the life of Luigi Mangione took a hard turn
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Liberal Senator Alex Antic has delivered a petition with more than 30,000 signatures against the Misinformation and Disinformation bill to Communications Minister Michelle Rowland. The bill, due to be debated in the Senate next weekend, would give the government the power to fine social media companies for spreading misinformation and disinformation online. Accompanied by Michael Shellenberger, Chair of Politics, Censorship, and Free Speech at the University of Austin’s Centre for Bureaucratic Reform, Senator Antic expressed gratitude to those who supported the petition. The Senator added, “We hope that it’s dead on arrival” to the Senate, before reflecting “We’ve still got some work to do.” Independent and minor party Senators including Jacqui Lambie, Lidia Thorpe, Fatima Payman, David Van, Malcolm Roberts, and others, alongside the Coalition, have voiced objections. In a recent speech to the Senate on Nov. 19, Independent Senator David Van joined other independent Senators who have spoken out against the bill to criticise the bill. “Our role in this place is not merely to pass or reject laws but to improve them and ensure they strengthen our way of life, including our freedoms.” Liberal Senator Dean Smith also noted the legislation threatens to “undermine the democratic culture that has been a cornerstone of Australian society. “While misinformation and disinformation are genuine challenges in our digital age, the solution cannot be one that gives excessive power to the government, stifles open debate and compromises freedom of speech,” he said. “Australians have every reason to be alarmed. As a nation that has consistently ranked among the top democracies in the world, we have now slipped to 14th place under the Albanese government’s watch.” One Nation Senators Pauline Hanson and Malcolm Roberts plan to move a motion to remove the Bill from the Senate legislative agenda. Serious harm includes content that harms public health, the integrity of an Australian electoral process, or the vilification of a group in Australian society. Further, it includes imminent harm to the Australian economy, damage to critical infrastructure, disruption of emergency services, and intentionally inflicted physical industry. Australia’s media watchdog the Australian Communications and Media Authority (ACMA) would have the power to hold digital platforms accountable for information spread on their platforms. These powers would include imposing fines through injunctions and civil penalties, making rules, and issuing formal warnings and remedial directions against social media platforms.Results : 288 / 288 Results : 81 / 81 10 ways to use pumpkin seeds 7 things that boys learn from their moms 10 Indian breakfast dishes loved across the world How to grow onion and garlic on your kitchen window Kid-friendly wildlife experiences in India How to make Chicken Chili Pakora at home 10 types of South-Indian rice dishes and how to make them 10 most beautiful offbeat places for solo travel in India (2025) Persimmon: Nutrients, health benefits of this vibrant orange colored fruit 8 animals that have more than 2 eyesBuy these ASX dividend shares as Christmas presents
Unlike scores of people who scrambled for the blockbuster drugs Ozempic and Wegovy to lose weight in recent years, Danielle Griffin had no trouble getting them. The 38-year-old information technology worker from New Mexico had a prescription. Her pharmacy had the drugs in stock. And her health insurance covered all but $25 to $50 of the monthly cost.
Incarnate Word beats East Texas A&M 38-24 to finish undefeated in conference play
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Scientology Expands Its Impact in Santo André, the Industrial Heart of São Paulo
NoneBy MARC LEVY HARRISBURG, Pa. (AP) — Democratic Sen. Bob Casey of Pennsylvania conceded his reelection bid to Republican David McCormick on Thursday, as a statewide recount showed no signs of closing the gap and his campaign suffered repeated blows in court in its effort to get potentially favorable ballots counted. Casey’s concession comes more than two weeks after Election Day, as a grindingly slow ballot-counting process became a spectacle of hours-long election board meetings, social media outrage, lawsuits and accusations that some county officials were openly flouting the law. Republicans had been claiming that Democrats were trying to steal McCormick’s seat by counting “illegal votes.” Casey’s campaign had accused of Republicans of trying to block enough votes to prevent him from pulling ahead and winning. In a statement, Casey said he had just called McCormick to congratulate him. “As the first count of ballots is completed, Pennsylvanians can move forward with the knowledge that their voices were heard, whether their vote was the first to be counted or the last,” Casey said. The Associated Press called the race for McCormick on Nov. 7, concluding that not enough ballots remained to be counted in areas Casey was winning for him to take the lead. As of Thursday, McCormick led by about 16,000 votes out of almost 7 million ballots counted. That was well within the 0.5% margin threshold to trigger an automatic statewide recount under Pennsylvania law. But no election official expected a recount to change more than a couple hundred votes or so, and Pennsylvania’s highest court dealt him a blow when it refused entreaties to allow counties to count mail-in ballots that lacked a correct handwritten date on the return envelope. Republicans will have a 53-47 majority next year in the U.S. Senate. Follow Marc Levy at twitter.com/timelywriter
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Vice President Kamala Harris, after her presidential bid ended in defeat, has headed for a brief vacation in Hawaii. Harris arrived in Hawaii on Tuesday evening with her husband Doug Emhoff for a nearly weeklong stay, according to reports. Assembly Election Results Live Updates Maharashtra Election Results Jharkhand Election Results Bypoll Election Results Details of the Trip and FAA Restrictions The Federal Aviation Administration (FAA) has imposed temporary flight restrictions for "VIP Movement" starting from 7:15 p.m. Tuesday through to noon on Monday, covering Kona and Waimea regions. These restrictions are typically put in place to ensure the security of high-profile individuals. Kamala Harris Role and Senate Involvement Despite her trip, Harris has remained on standby to fulfill her constitutional duties as President of the Senate. She retains the power to cast a tie-breaking vote, which could prove crucial, especially for judicial confirmations. Reports from NBC News revealed that Harris delayed her trip to be available if her vote was needed to confirm judges in a final attempt to challenge President-elect Donald Trump. Also Read : US stock market forecast: Will S&P 500, Dow Jones, Nasdaq continue positive trend? Hawaii’s Voting Results and Kamala Harris' Win In the November 5 General Election, Harris won Hawaii's four electoral votes. She secured 60.6% of the total vote in the state, compared to 37.5% for Donald Trump. Web Development Advanced C++ Mastery: OOPs and Template Techniques By - Metla Sudha Sekhar, IT Specialist and Developer View Program Office Productivity Advanced Excel Course - Financial Calculations & Excel Made Easy By - Anirudh Saraf, Founder- Saraf A & Associates, Chartered Accountant View Program Marketing Marketing & Sales Strategies for Startups: From Concept to Conversion By - Dr. Anu Khanchandani, Startup Coach with more than 25 years of experience View Program Web Development Advanced Java Mastery: Object-Oriented Programming Techniques By - Metla Sudha Sekhar, IT Specialist and Developer View Program Marketing Digital Marketing Masterclass by Neil Patel By - Neil Patel, Co-Founder and Author at Neil Patel Digital Digital Marketing Guru View Program Web Development Intermediate C++ Skills: Master Pointers, Structures and File Stream By - Metla Sudha Sekhar, IT Specialist and Developer View Program Marketing Digital Marketing Masterclass by Pam Moore By - Pam Moore, Digital Transformation and Social Media Expert View Program Leadership Crafting a Powerful Startup Value Proposition By - Dr. Anu Khanchandani, Startup Coach with more than 25 years of experience View Program Strategy ESG and Business Sustainability Strategy By - Vipul Arora, Partner, ESG & Climate Solutions at Sattva Consulting Author I Speaker I Thought Leader View Program Web Development Java 21 Essentials for Beginners: Build Strong Programming Foundations By - Metla Sudha Sekhar, IT Specialist and Developer View Program Data Science SQL Server Bootcamp 2024: Transform from Beginner to Pro By - Metla Sudha Sekhar, IT Specialist and Developer View Program Web Development Django & PostgreSQL Mastery: Build Professional Web Applications By - Metla Sudha Sekhar, IT Specialist and Developer View Program Artificial Intelligence(AI) Generative AI for Dynamic Java Web Applications with ChatGPT By - Metla Sudha Sekhar, IT Specialist and Developer View Program Artificial Intelligence(AI) Mastering C++ Fundamentals with Generative AI: A Hands-On By - Metla Sudha Sekhar, IT Specialist and Developer View Program Finance Startup Fundraising: Essential Tactics for Securing Capital By - Dr. Anu Khanchandani, Startup Coach with more than 25 years of experience View Program Data Science SQL for Data Science along with Data Analytics and Data Visualization By - Metla Sudha Sekhar, IT Specialist and Developer View Program Leadership From Idea to Product: A Startup Development Guide By - Dr. Anu Khanchandani, Startup Coach with more than 25 years of experience View Program Artificial Intelligence(AI) Java Programming with ChatGPT: Learn using Generative AI By - Metla Sudha Sekhar, IT Specialist and Developer View Program Also Read : Is the Wolfs sequel starring George Clooney and Brad Pitt cancelled? FAQs: Why is Kamala Harris going on vacation? Kamala Harris is taking a brief vacation to Hawaii after losing her bid for president. She arrived with her husband Doug Emhoff for a nearly weeklong stay to relax and recharge. Did Kamala Harris win Hawaii in the election? Yes, Kamala Harris won Hawaii's four electoral votes in the November 5 General Election, receiving 60.6% of the vote compared to 37.5% for Donald Trump. Assembly Election Results Live Updates Maharashtra Poll Results Highlights 2024 Jharkhand Poll Results Highlights 2024 (You can now subscribe to our Economic Times WhatsApp channel )
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Solar Module Production Line Market Set for Exceptional Growth from 2024 to 2032From wealth and success to murder suspect, the life of Luigi Mangione took a hard turn