Wednesday, November 19, 2025
ad
Home Blog Page 137

FocalNets: Microsoft’s newly proposed neural networks to build better computer vision systems for high-resolution visual inputs

focalnets

Artificial intelligence-based frameworks and techniques aim to mimic humans and accomplish tasks on their behalf much more efficiently. Along similar lines, researchers have been trying to simulate focal adjustments in computer vision, an AI sub-field that enables computers to analyze digital images, similar to how human eyes observe coarse objects in their surroundings. The area of research is challenging because modeling all the gritty details of visual inputs and then adjusting focal points makes it tedious. 

Researchers from Microsoft have pioneered a new architecture and have proposed FocalNets (Focal Modulation Networks), neural networks with focal modulation, to build better systems based on computer vision. Computer vision technologies have significantly advanced with the help of transformers, specifically vision transformers. These transformers offer a self-attention (SA) mechanism that makes them highly applicable in visioning as it allows each token to quickly collect the required information from others. 

However, the self-attention mechanism is compatible only with a determined set of prepared tokens having particular scope and granularity. Moreover, there have always been efficiency concerns due to the quadratic complexity posed by the mechanism, especially for high-resolution inputs. 

While developing FocalNets, researchers have entirely replaced the self-attention mechanism with a module for focal modulation inspired by focal attention, a technique that aggregates coarse-grained visuals at multiple levels. 

Focal modulation is a straightforward element-wise multiplication mechanism that enables modulator-based interaction of the model and the input. The modulator is derived using a two-step focused aggregation procedure. The first step, called focal contextualization, pulls contexts at different granularities from local to global scales. The second uses gated aggregation to pack the modulator with all context features at different granularity levels.

Read More: Meta lays off more than 11000 employees amidst other steps to become leaner and more efficient

The model exhibits a dynamic, interpretable learning behavior when finding and identifying objects in photos and videos. Without any dense supervision, it learned to distinguish objects and adjust the focus in a manner consistent with human annotation. 

Researchers also experimented with FocalNet by using some traditional techniques similar to the ones used for vision transformers. They utilized overlapped patch embeddings to downsample the input dataset and observed an improvement in the model, irrespective of its size. They also experimented by making the FocalNets deeper but thinner. These alterations led to smaller model sizes but a significantly higher time cost as it increased the sequential blocks. The idea was to see how diverse FocalNets can be and how they can be related to other architectural designs, like PoolFormer, depth convolution, etc.

FocalNets were tested on standard tasks like ImageNet classification, and their performance was evaluated against other vision networks like Vision Transformers (ViT), ConvNeXT, and Swin Transformers. The findings show that FocalNet consistently outperformed the others. Its attention-free architecture of targeted modulation considerably enhanced dense visual prediction with high-resolution picture input.


The research paper aims to educate the community on newer computer vision systems that can work accurately even with high-resolution visual inputs using FocalNets. The only concern is that the model might be biased toward the training data as it is trained on massively large, web-crawled images. When the datasets are large, the negative impact of the bias may be amplified due to the biased elements. Nevertheless, FocalNets are a significant step forward in developing computer vision applications. The researchers plan to undertake a more comprehensive study to analyze if focal modulation can be extended to other domains like natural language processing (NLP).

Advertisement

FIFA Will Launch an AI Metaverse League in Collaboration with Altered State Machine

FIFA AI metaverse league

FIFA has announced its launch of FIFA AI Metaverse League, a game playable during the FIFA World Cup Qatar, 2022, in partnership with Altered State Machine. The novel “smart football” game uses AI-based characters to give players a metaverse experience.

As the global metaverse market is expected to almost reach $1000 billion by 2030, even gaming associations are becoming a part of it. Aaron McDonald, Co-founder of Altered State Machines, said that the FIFA World Cup AI Metaverse League launch would help casual gamers transition to metaverse gaming. He also added, “We are honored to be building the first Web3 game with FIFA. We look forward to bringing the world’s most popular sport into the metaverse.”

Players can unleash a team of AI-powered footballers on the streets of the Metaverse in this ground-breaking 4-v-4 football game, set in stylized playing arenas of well-known locations where street football is played worldwide. The game offers a prediction challenge where players have to put their football knowledge to the test and compete against others to earn prediction points. 

Read More: What led Meta to lay off 11,000 employees?

The players can score “epic rewards” like Vivo smartphones, Adidas gift cards, gaming setup, Adidas AL RIHLA balls, and much more. Additionally, players can create their own customized and collectible street football team with which they can play, train, and trade.

FIFA AI Metaverse League will soon be available via the mobile app with numerous modes. The ‘League’ mode will offer a tactical play where players will experience a cutting-edge football manager game, and the ‘Mayhem Mini’ game where players can casually play alongside AI characters.

Advertisement

Rolex to bring luxury watches to metaverse

Rolex bring luxury watches metaverse

Swiss luxury watchmaker Rolex is all set to enter the metaverse. The company recently filed a trademark application related to non-fungible tokens (NFTs), cryptocurrencies, and virtual goods,

The details of the trademark application filed by Rolex with the United States Patent and Trademark Office (USPTO) were shared by Michael Kondoudis, trademark and patent attorney. The tweet indicates that the watchmaker has extensive plans for its luxury brand in the metaverse.

According to the data in the tweet, the trademark application (serial number 97655284) was registered on October 31. It included plans for non-fungible tokens as well as the exchange and transfer of virtual currencies.

Read More: What Led Meta To Lay Off 11,000 Employees?  

Along with conducting virtual goods auctions for digital collectibles like art and watches, the company is also looking forward to setting up online spaces for sellers and buyers of virtual products such as watch parts.

Rolex intends to firmly establish its brand in the metaverse by creating NFTs, NFT marketplaces, and NFT-backed media. The luxury watchmaker also intends to market its brand via product placements in online games as part of its virtual expansion.

Advertisement

Tesla cars to have Zoom video conferencing feature

Tesla Zoom video conferencing

Zoom is working with Tesla to incorporate a video conferencing feature into its new range of electric vehicles. Nitasha Walia, Zoom’s group product manager, said during the company’s Zoomtopia 2022 event that video conferencing would come standard in all new Tesla models very soon.

“You’ve been zooming from your home, office, phone, and even your TV. We’re going to make it even easier for you to make zoom calls from anywhere,” Walia said during the event.

Zoom has also announced various new features at the event. With Calendar Clients and Zoom Mail, users will no longer need to leave the Zoom platform in order to access their email and calendar.

Read More: Ola Electric To Venture Into Electric Bikes 

Popular calendar and email services will be integrated directly into Zoom. That way, users can quickly access their scheduling and communications to get their work done more efficiently.

“Zoom Mail, Calendar Clients, Calendar Services, and Zoom Mail will be available in beta to only Canada and US upon launch,” said the company. 

Coming in early 2023, Zoom Spots is a video-enabled persistent space integrated within the Zoom platform to help foster inclusive discussions and keep colleagues connected.

Advertisement

MTV Hustle 2.0 Launches the First Indian AI Rapper, BotHard

ai rapper bothard

MTV Hustle 2.0, the second season of India’s leading rap show, launches the first Indian AI rapper BotHard, in collaboration with the DDB Mudra Group. The rapper uses artificial intelligence and rhyming sensibilities to generate hip-hop music. 

Due to the growing popularity of hip-hop music, musicians are venturing into AI to try and generate synthetic raps. FN Meka, an AI rapper, was created with the same aim. But unfortunately, the project failed miserably due to the backlash it received, as Mekka’s raps were offensive to the black community.

Recently, Hustle 2.0 ended by announcing MC Square as the season’s winner while launching BotHard, the first Indian AI rapper. BotHard is a legitimate name stemming from the Hindi-based colloquial phrase “Bohot Hard,” commonly used in raps. It was developed using GPT-3, OpenAI’s most popular language model that can code, generate video games, write emails, and now apparently, can rap. 

Read More: Meta lays off more than 11000 employees amidst other steps to become leaner and more efficient

Rahul Mathew, Chief Creative Officer at DDB Mudra Group, said, “While this idea is built on cutting-edge technology, the most exciting part for us was how it had to stay to hip-hop culture for it to be accepted by the audience.”

EPR, the rap sensation of Hustle 2.0, challenged BotHard to a rap battle. In his opinion, such rap battles will reinforce how precise and intuitive humans are, which still needs to be matched by artificial intelligence.

As seen in the video, BotHard AI rapper can be seen dissing another human rapper. Evidently, AI rappers have a long way to go till they can match human intent and humility.

Advertisement

SoftConstruct Unveils Two NFT Stores in Dubai Malls

SoftConstruct opens 2 NFT stores
ftNFT uses a fraction of its stores to sell genuine NFT art products

SoftConstruct, a technology developer and service provider, has announced the opening of two physical non-fungible token (NFT) art stores (ftNFT) in Dubai, United Arab Emirates. The two stores have been built thanks to SoftConstruct-powered web3 facilitator Fastex Ecosystem, in what the company calls “a visionary concept” that it hopes will bring the digital and physical worlds together.

Both ftNFT locations were chosen for their strategic placement in the bustling Dubai Mall and the Mall of the Emirates. The stores will offer limited-edition goods along with other items created by artists. Visitors may purchase authentic NFT artwork there, learn about Web3, experiment with cutting-edge technology, and speak with an on-site SoftConstruct specialist on NFTs.

This in-store experience has been designed to provide face-to-face support for customers from professionals specially trained and certified by SoftConstruct, who will help with discovery, engagement, and delivery. 

According to the announcement, all NFTs offered for sale at the ftNFT store outlets will be art pieces rather than digital representations of value that might be exchanged, transferred, utilized as a payment or exchange mechanism, or used for investment reasons. Therefore, the NFTs won’t be exchanged or provided digitally through a virtual asset platform.

Read More: Meta Announces NFT Trading and Other Exciting Upgrades for Instagram

SoftConstruct is well-known for its persistent drive to attempt new things and allow its ideas to expand in new directions, as it has always desired with its goods and trademarks. With 300+ partners and 16+ locations globally, Softconstrcut, home to over 8+ businesses that provide cutting-edge IT solutions for various sectors, is once again changing the game.

Advertisement

IBM launches its most powerful quantum computer with 433 qubits

In the IBM quantum summit 2022, IBM announced ten new products that can help the global quantum computing ecosystem. The first announcement was about the launch of a 433-qubit IBM quantum computer processor called Osprey. Qubits are basic units of information in a quantum computer.

IBM Osprey is the most powerful quantum computer processor with 433 qubits, three times more qubits than its latest IBM Eagle processor. Like Eagle, Osprey also consists of multilevel wiring to provide flexibility for signal processing and device layout. It has integrated filters for reducing noise and improving stability.

Read more: Salesforce layoffs thousands of employees

The IBM director of research, Dario Gil, said, “IBM Osprey is a big processor, but next year IBM is planning to launch a new processor with over 1000 qubits and 4000 qubits processor in 2025. IBM is also launching Quantum System Two, a modular quantum computing system to scale larger and larger systems over time.”

IBM‘s Quantum System Two is designed to combine multiple processors into one system with communication links. The system is expected to be online by 2023 and will be a building block for a quantum-centric supercomputing environment. Besides Eagle and Osprey, IBM has 20 quantum processors worldwide, like Q5 Yorktown, Q14 Melbourne, Q20 Austin, Q50 prototype, Q53, and more.

Advertisement

What led Meta to lay off 11,000 employees?  

Meta to lay off 11,000 employees

Facebook’s parent company Meta announced yesterday that they would be firing more than 11,000 employees in a bid to reduce costs following disappointing earnings and a drop in revenue. The reductions, part of the first significant budget cut since the foundation of Facebook in 2004, depict a sharp slowdown in digital advertising revenue, an economy on the brink of recession, and Mark Zuckerberg’s heavy investment in a speculative virtual-reality push, the metaverse.

Between January 2019 and September 2022, Meta has invested $36 billion in Reality Labs. Spending so much on an iteration of the Internet’s imaginary future without any profitable results has led many to think that Zuckerberg ruined the capital. But, it does make you wonder, what caused such a catastrophe?

What went wrong?

At the beginning of the pandemic, the world started to move online rapidly, and the increase in e-commerce resulted in revenue growth that was outsized. “Many people predicted this would be a permanent acceleration that would continue even after the pandemic ended. I did too, so I made the decision to significantly increase our investments. Unfortunately, this did not play out the way I expected,” said Zuckerberg in his message to the employees. Not only has online commerce bounced back to prior trends, but the macroeconomic downturn, ads signal loss, and increased competition have caused Meta’s revenue to be much lower than he and his team at Meta had expected.

Secondly, Apple announced significant changes to its privacy policy last year to give users greater control of their data, adding opaqueness and complexity for Meta. Data collected from apps and website cookies has been the backbone of the digital economy, and restrictions on the same by Apple have dealt a massive blow to Meta’s revenue. 

Meta has also failed to onboard early users for metaverse and has fallen short of expectations. Before the firings were announced, Meta had been giving signals of cost cuts by shrinking the company’s real estate footprint and withdrawing some of the benefits for its employees.

According to the company’s most recent Q3 2022 financial reports, its revenue was $285 million, which is down 49% year over year. Realty Labs’ expense was $4.0 billion, which is up 24%, primarily because of employee-related costs and technology development expenses, the firm said. The unit’s operating loss increased to $3.7 billion from $2.6 billion in the corresponding period of the previous fiscal. Last week, shares of Meta plunged 24.5% as investors and analysts digested the company’s third-quarter earnings miss and a weak fourth-quarter outlook. Shares closed at $97.94, the lowest price since 2016. 

Meta’s social virtual reality platform, Horizon Worlds, has seen less than 200,000 monthly active users, far from Meta’s plan to add 500,000 monthly active users. The tech giant recently unveiled its latest VR headset,  Meta Quest Pro, priced at $1,499. The company had previously released a few headsets, including the Quest 2. Zuckerberg acknowledged that the headset’s R&D and production costs were among the most significant contributors to Reality Labs’ losses. 

Read More: Movio To Make Videos Featuring Human Avatars Using Generative AI

What can be done?

Meta is investing billions of dollars in the metaverse to make it possible for the few interested people, and to some extent, it has been successful. Using the Oculus headset, one can also enter existing virtual worlds such as Discronia, The Room VR, Puzzling Places, and many more games and apps. However, until mass mainstream adoption, these virtual worlds may be reduced to ghost towns.

Entrepreneur Krishnan Sundararajan, who is building Loka-an Indian Metaverse, believes that Meta should have focused more on users, not just infrastructure. “A platform is only valuable if there are enough users on it. This is something that many other new Metaverse projects have gotten wrong,” he says.

Many entrepreneurs building virtual world projects believe in the winning formula of mainstreaming the metaverse for various use cases such as productivity, work, fitness, music, art, and more. But not all of them agree on the importance of VR. Unlike Meta, some of these entrepreneurs don’t believe VR will be widely adopted, especially in developing countries whose citizens will find headsets extremely expensive.

Startups, individual creators, and communities are paramount in building and shaping the metaverse. Meta and Zuckerberg have previously stressed that millions of creators and developers worldwide must come together to build an open and interoperable metaverse. Whether or not this remains to be seen, but in any case, the lack of rules, frameworks, and interchange standards on interoperability present significant constraints for the metaverse. 

Conclusion

It is evident from Zuckerberg’s remarks that the layoffs come as the company caters to the need to become more capital efficient by cutting costs wherever possible due to its recent ongoing financial slump. It looks like meta will shift its resources to high-priority growth areas such as its AI discovery engine, ads, and business platforms, as well as its metaverse project.

However, there is a need for a clear framework to govern how brands can interact with the metaverse, enabling more startups to enter the segment and forging tie-ups with brands to connect with a mainstream audience. This network effect will allow META to tap various possibilities in commerce and retail and create new revenue streams. To do so, it may have to draw inspiration from its earlier version, Facebook. It appears Zuckerberg needs to rethink core strategy and take a user-first approach as he embarks on an ambitious journey to get Meta back on track.

Advertisement

Salesforce layoffs thousands of employees

After the prevalent layoffs of big IT Tech firms like Twitter, Intel, and Microsoft, Salesforce has recently layoff of its employees. However, the exact number of layoff employees has yet to be revealed.

As per the protocol’s recent report, the main reason behind the layoff was economic uncertainty and product challenges. The report stated that more than 2500 employees would be affected by the recent job cuts. According to the report, hundreds of employees are put on a 30-day review for one month.

One of the Salesforce spokespersons stated on CNBC, saying, “our sales performance process drives accountability, which might lead to leaving the business for some, and we support them through their transition.”

Read more: IIT Kanpur offers a master’s degree course in cybersecurity

When Salesforce announced its layoff in August 2020, it offered 60 day’s notice period and severance, placement services, and a few months of benefits to affected employees. Investors expect a massive return from Salesforce, which always directed its profit towards growth. As per the report, Salesforce is also facing pressure from activist investor Starboard.

In October 2022, when Salesforce laid off around 90 contract workers, it implemented a hiring freeze until January 2023. At that time, one of the spokespersons revealed that limited hiring continues in Salesforce, but most departments have already reached their hiring goals for the financial year. The organization has ended contracts with some of its recruiting contractors temporarily.

Advertisement

Middle East, Africa, and Asia Crypto and Blockchain Association launched in Abu Dhabi

Middle East, Africa, and Asia Crypto and Blockchain Association

A new association focused on blockchain and cryptocurrency has been established in Abu Dhabi’s free economic zone to advance the development of blockchain and crypto ecosystems throughout the Middle East, North Africa, and Asia.

The Middle East, Africa, and Asia Crypto and Blockchain Association (MEAACBA) was launched on November 8 at the Abu Dhabi Global Market (ADGM), which is a free economic zone in city center governed by its own set of commercial and civil laws. 

The zone was formed to support the advancement of fintech companies in the UAE. According to its website, the nonprofit organization will strive to create commercial opportunities, facilitate regulatory solutions, and invest in education to enable industry growth.

Read More: Ola Electric To Venture Into Electric Bikes 

The founder of a Dubai-based international risk and compliance consulting firm, Jehanzeb Awan, will lead the association. 

Other association members include Stuart Isted, Crypto.com’s Middle East and Africa general manager; Richard Teng, regional head of Binance’s Middle East and North Africa (MENA); and CEO of BitOasis, Ola Doudin.

Advertisement