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EdgeCloud: Introducing Image-to-Video Generative AI Model
June 13, 2024
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Theta team is excited to release the newest addition to the EdgeCloud AI showcase: an image-to-video AI model card for the Stable Video Diffusion model from Stability AI! This has also been added to the Edge Cloud Model explorer dashboard.

Background

Generative AI, particularly image-to-video models, represents a significant technical advancement and its application could fundamentally transform the media landscape. These AI models convert static images into dynamic video content, using advanced algorithms and deep learning techniques. This transformation from image to video is not only ground breaking but also opens up a myriad of opportunities across various industries, from entertainment and advertising to education and healthcare.

Many of today’s algorithmic genAI image-to-video concepts draw from Theta’s own experience from almost a decade ago. Jieyi Long and the team developed cutting edge, complex image and video technologies in 2015 in the VR space captured by this patent, and an example spherical 360 output video here generated from within the Unity game engine utilizing an array of virtual cameras, multiple image frames spliced together over a time dimension.

“…a video recorded using a virtual camera array during a game play of a source computer game. Next, upscaling the received video to a higher resolution, and interpolating neighboring video frames of the upscaled video for insertion into the upscaled video at a server. Finally, generating a spherical video from the interpolated video for replay in a virtual reality environment. The virtual camera array includes multiple virtual cameras each facing a different direction, and the video is recorded at a frame rate and a resolution lower than those of the source computer game. The spherical videos are provided on a video sharing platform.”

How Image-to-Video Generative AI Models Work

Image-to-video generative AI models leverage neural networks, specifically Diffusion Transformers (DiTs), Generative Adversarial Networks (GANs) and Video Latent Diffusion Models (Video LDMs). These models are trained on vast datasets of images and videos, learning patterns and movements to predict and generate video frames from static images.

DiTs: Diffusion Transformer is a class of diffusion models that are based on the transformer architecture, which aims to improve the performance of diffusion models by replacing the commonly used U-Net backbone with a transformer. The impressive Sora demo from OpenAI is rumored to be powered by a DiT network.

GANs: Consist of two neural networks, a generator and a discriminator, which work in tandem. The generator creates video frames, while the discriminator evaluates their realism, refining the output through iterative training.

Video LDMs: These models train the main generative model in a latent space of reduced computational complexity. Many of the Video LDMs leverage a pretrained text-to-image model and insert temporal mixing layers of various forms into the pretrained architecture, which produces a model that can easily be finetuned for image-to-video generation or multi-view synthesis.

Based on this general approach, the Theta team is excited to release its newest image-to-video AI model card for the Stable Video Diffusion model from Stability AI, which has been added to the EdgeCloud AI showcase and the Edge Cloud Model explorer dashboard. Take note that this technology is still in its early development and video quality will improve over time. Leveraging EdgeCloud, any AI developer can now access this model and begin experimenting with novel media and entertainment applications.

Market Opportunities

The market for image-to-video generative AI is rapidly growing, driven by advancements in AI research and increasing demand for dynamic content. Several tech giants and startups are investing heavily in this technology, developing new applications and improving existing models. Companies like Google, NVIDIA, and OpenAI are at the forefront, integrating these models into their products and services, while startups are emerging to develop specialized services and applications.

A number of industries can reap the benefits of image-to-video AI technology and tools to create original content more quickly and efficiently:

Entertainment and Media: A significant market segment, leveraging AI to create animations, visual effects, and content generation.

Advertising: Marketers use AI-generated videos for personalized and targeted advertising campaigns.

Education: Educational content creation, including instructional videos and virtual tutors.

Healthcare: Applications in medical imaging, patient education, and virtual health consultations.

The Theta team invites you to try the new image-to-video AI showcase and have fun experimenting!

Link

 

 

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🔹 Ripple has also applied for a Federal Reserve master account, which would let it hold reserves directly at the Fed and issue or redeem stablecoins outside normal banking hours, further strengthening ...

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Elon Musk, the world’s richest man and a visionary behind SpaceX, has flipped the switch on Starlink, delivering internet to Iranians amid a brutal regime crackdown.

This move comes on the heels of Israeli strikes targeting Iran’s nuclear facilities, as the Islamic Republic cuts off online access.

The former Department of Government Efficiency chief activated Starlink satellite internet service for Iranians on Saturday following the Islamic Republic's decision to impose nationwide internet restrictions.

As the Jerusalem Post reports, that the Islamic Republic’s Communications Ministry announced the move, stating, "In view of the special conditions of the country, temporary restrictions have been imposed on the country’s internet."

This action followed a series of Israeli attacks on Iranian targets.

Starlink, a SpaceX-developed satellite constellation, provides high-speed internet to regions with limited connectivity, such as remote areas or conflict zones.

Elizabeth MacDonald, a Fox News contributor, highlighted its impact, noting, "Elon Musk turning on Starlink for Iran in 2022 was a game changer. Starlink connects directly to SpaceX satellites, bypassing Iran’s ground infrastructure. That means even during government-imposed shutdowns or censorship, users can still get online, and reportedly more than 100,000 inside Iran are doing that."

During the 2022 "Woman, Life, Freedom" protests, Starlink enabled Iranians to communicate and share footage globally despite network blackouts," she added.

MacDonald also mentioned ongoing tests of "direct-to-cell" capabilities, which could allow smartphone connections without a dish, potentially expanding access and supporting free expression and protest coordination.

Musk confirmed the activation, noting on Saturday, "The beams are on."

This follows the regime’s internet shutdowns, which were triggered by Israeli military actions.

Adding to the tension, Israeli Prime Minister Benjamin Netanyahu addressed the Iranian people on Friday, urging resistance against the regime.

"Israel's fight is not against the Iranian people. Our fight is against the murderous Islamic regime that oppresses and impoverishes you,” he said.

Meanwhile, Reza Pahlavi, the exiled son of Iran’s last monarch, called on military and security forces to abandon the regime, accusing Supreme Leader Ayatollah Ali Khamenei in a Persian-language social media post of forcing Iranians into an unwanted war.

Starlink has been a beacon in other crises. Beyond Iran, Musk has leveraged Starlink to assist people during natural disasters and conflicts.

In the wake of hurricanes and earthquakes, Starlink has provided critical internet access to affected communities, enabling emergency communications and coordination.

Similarly, during the Ukraine-Russia conflict, Musk activated Starlink to support Ukrainian forces and civilians, ensuring they could maintain contact and access vital information under dire circumstances.

The genius entrepreneur, is throwing a lifeline to the oppressed in Iran, and the libs can’t stand it.

Conservative talk show host Mark Levin praised Musk’s action, reposting a message stating that Starlink would "reconnect the Iranian people with the internet and put the final nail in the coffin of the Iranian regime."

"God bless you, Elon. The Starlink beams are on in Iran!" Levin wrote.

Musk, who recently stepped down from leading the DOGE in the Trump administration, has apologized to President Trump for past criticisms, including his stance on the One Big Beautiful Bill.

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The Senate passed the GENIUS Act for stablecoins last week, but significant work remains before it becomes law. The House has a different bill, the STABLE Act, with notable differences that must be reconciled. State banking regulators have raised strong objections to a provision in the GENIUS Act that would allow state banks to operate nationwide without authorization from host states or a federal regulator.

The controversial clause permits a state bank with a regulated stablecoin subsidiary to provide money transmitter and custodial services in any other state. While host states can impose consumer protection laws, they cannot require the usual authorization and oversight typically needed for out-of-state banking operations.

The Conference of State Bank Supervisors welcomed some changes in the GENIUS Act but remains adamantly opposed to this particular provision. In a statement, CSBS said:

“Critical changes must be made during House consideration of the legislation to prevent unintended consequences and further mitigate financial stability risks. CSBS remains concerned with the dramatic and unsupported expansion of the authority of uninsured banks to conduct money transmission or custody activities nationwide without the approval or oversight of host state supervisors (Sec. 16(d)).”

The National Conference of State Legislatures expressed similar concerns in early June, stating:

“We urge you to oppose Section 16(d) and support state authority to regulate financial services in a manner that reflects local conditions, priorities and risk tolerances. Preserving the dual banking system and respecting state autonomy is essential to the safety, soundness and diversity of our nation’s financial sector.”

Evolution of nationwide authorization

Section 16 addresses several issues beyond stablecoins, including preventing a recurrence of the SEC’s SAB 121, which forced crypto assets held in custody onto balance sheets. However, the nationwide authorization subsection was added after the legislation cleared the Senate Banking Committee, with two significant modifications since then.

Originally, the provision applied only to special bank charters like Wyoming’s Special Purpose Depository Institutions or Connecticut’s Innovation Banks. Examples include crypto-focused Custodia Bank and crypto exchange Kraken in Wyoming, plus traditional finance player Fnality US in Connecticut. Recently the scope was expanded to cover most state chartered banks with stablecoin subsidiaries, possibly due to concerns about competitive advantages.

Simultaneously, the clause was substantially tightened. The initial version allowed state chartered banks to provide money transmission and custody services nationwide for any type of asset, which would include cryptocurrencies. Now these activities can only be conducted by the stablecoin subsidiary, and while Section 16(d) doesn’t explicitly limit services to stablecoins, the GENIUS Act currently restricts issuers to stablecoin related activities.

However, the House STABLE Act takes a more permissive approach, allowing regulators to decide which non-stablecoin activities are permitted. If the House version prevails in reconciliation, it could result in a significant expansion of allowed nationwide banking activities beyond stablecoins.

Is it that bad?

As originally drafted, the clause seemed overly permissive.

The amended clause makes sense for stablecoin issuers. They want to have a single regulator and be able to provide the stablecoin services throughout the United States. But it also leans into the perception outside of crypto that this is just another form of regulatory arbitrage.

The controversy over Section 16(d) reflects concerns about creating a regulatory gap that allows banks to operate interstate without the oversight typically required from either federal or state authorities. As the two Congressional chambers work toward reconciliation, lawmakers must decide whether stablecoin legislation should include provisions that effectively reduce traditional banking oversight requirements.

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If you find value in my content, consider showing your support via:

💳 PayPal: 
1) Simply scan the QR code below 📲
2) or visit https://www.paypal.me/thedinarian

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Dubai regulator VARA classifies RWA issuance as licensed activity
Virtual Asset Regulatory Authority (VARA) leads global regulatory framework - makes RWA issuance licensed activity in Dubai.

Real-world assets (RWAs) issuance is now licensed activity in Dubai.

~ Actual law.
~ Not a legal gray zone.
~ Not a whitepaper fantasy.

RWA issuance and listing on secondary markets is defined under binding crypto regulation.

It’s execution by Dubai.

Irina Heaver explained:

“RWA issuance is no longer theoretical. It’s now a regulatory reality.”

VARA defined:

- RWAs are classified as Asset-Referenced Virtual Assets (ARVAs)

- Secondary market trading is permitted under VARA license

- Issuers need capital, audits, and legal disclosures

- Regulated broker-dealers and exchanges can now onboard and trade them

This closes the gap that killed STOs in 2018.

No more tokenization without venues.
No more assets without liquidity.

UAE is doing what Switzerland, Singapore, and Europe still haven’t:

Creating enforceable frameworks for RWA tokenization that actually work.

Matthew White, CEO of VARA, said it perfectly:

“Tokenization will redefine global finance in 2025.”

He’s not exaggerating.

$500B+ market predicted next year.

And the UAE just gave it legal rails.

~Real estate.
~Private credit.
~Shariah-compliant products.

Everything is in play.

This is how you turn hype into infrastructure.

What Dubai is doing now is 3 years ahead of everyone else.

Founders, investors, ecosystem builders:

You want to build real-world assets onchain.

Don’t waste another year waiting for clarity.

Come to Dubai.

It’s already here.

 

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🙏 Donations Accepted 🙏

If you find value in my content, consider showing your support via:

💳 PayPal: 
1) Simply scan the QR code below 📲
2) or visit https://www.paypal.me/thedinarian

🔗 Crypto – Support via Coinbase Wallet to: [email protected]

Or Buy me a coffee: https://buymeacoffee.com/thedinarian

Your generosity keeps this mission alive, for all! Namasté 🙏 Crypto Michael ⚡  The Dinarian

 

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