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Meta Outlines its Latest Image Recognition Advances, Which Could Facilitate its Metaverse Vision

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Meta Outlines its Latest Image Recognition Advances, Which Could Facilitate its Metaverse Vision

Meta’s working towards the next stage of generative AI, which could eventually enable the creation of immersive VR environments via simple directions and prompts.

Its latest development on this front is its updated DINO image recognition model, which is now able to better identify individual objects within image and video frames, based on self-supervised learning, as opposed to requiring human annotation for each element.

As you can see in this example, DINOv2 is able to understand the context of visual inputs, and separate out individual elements, which will better enable Meta to build new models that have advanced understanding of not only what an item might look like, but also where it should be placed within a setting.

Meta published the first version of its DINO system back in 2021, which was a significant advance in what’s possible via image recognition. The new version builds upon this, and could have a range of potential use cases.

As explained by Meta:

“In recent years, image-text pre-training, has been the standard approach for many computer vision tasks. But because the method relies on handwritten captions to learn the semantic content of an image, it ignores important information that typically isn’t explicitly mentioned in those text descriptions. For instance, a caption of a picture of a chair in a vast purple room might read ‘single oak chair’. Yet, the caption misses important information about the background, such as where the chair is spatially located in the purple room.”

DINOv2 is able to build in more of this context, without requiring manual intervention, which could have specific value for VR development.

It could also facilitate more immediately more accessible elements, like improved digital backgrounds in video chats, or tagging products within video content. It could also enable all new types of AR and visual tools that could lead to more immersive Facebook functions.

Going forward, the team plans to integrate this model, which can function as a building block, in a larger, more complex AI system that could interact with large language models. A visual backbone providing rich information on images will allow complex AI systems to reason on images in a deeper way than describing them with a single text sentence. Models trained with text supervision are ultimately limited by the image captions. With DINOv2, there is no such built-in limitation.

That, as noted, could also enable the development of AI-generated VR worlds, so that you’d eventually be able to speak entire, interactive virtual environments into existence.

That’s a long way off, and Meta’s hesitant to make too many references to the metaverse at this stage. But that’s where this technology could truly come into its own, via AI systems that can understand more about what’s in a scene, and where, contextually, things should be placed.

DINOv2 is another step in that direction – and while many have cooled on the prospects for Meta’s metaverse vision, it still could become the next big thing, once Meta’s ready to share more of its next-level vision.

It’ll likely be more cautious, given the negative coverage Meta has seen thus far. But it is coming, so don’t be surprised when Meta eventually wins the generative AI race with a totally new, totally different experience.

You can read more about DINOv2 here.



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US Judge Blocks Montana’s Effort to Ban TikTok

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U.S. Judge Blocks Montana’s Effort to Ban TikTok in the State

TikTok has won another reprieve in the U.S., with a district judge blocking Montana’s effort to ban the app for all users in the state.

Back in May, Montana Governor Greg Gianforte signed legislation to ban TikTok outright from operating in the state, in order to protect residents from alleged intelligence gathering by China. There’s no definitive evidence that TikTok is, or has participated in such, but Gianforte opted to move to a full ban, going further than the government device bans issued in other regions.

As explained by Gianforte at the time:

The Chinese Communist Party using TikTok to spy on Americans, violate their privacy, and collect their personal, private, and sensitive information is well-documented. Today, Montana takes the most decisive action of any state to protect Montanans’ private data and sensitive personal information from being harvested by the Chinese Communist Party.”

In response, a collection of TikTok users challenged the proposed ban, arguing that it violated their first amendment rights, which led to this latest court challenge, and District Court Judge Donald Molloy’s decision to stop Montana’s ban effort.

Montana’s TikTok ban had been set to go into effect on Jan. 1, 2024.

In issuing a preliminary injunction to stop Montana from imposing a full ban on the app, Molloy said that Montana’s legislation does indeed violate the Constitution and “oversteps state power.”

Molloy’s judgment is primarily centered on the fact that Montana has essentially sought to exercise foreign policy authority in enacting a TikTok ban, which is only enforceable by federal authorities. Molloy also noted that there was apervasive undertone of anti-Chinese sentiment” within Montana’s proposed legislation.

TikTok has welcomed the ruling, issuing a brief statement in response:

Montana attorney general, meanwhile, has said that it’s considering next steps to advance its proposed TikTok ban.

The news is a win for TikTok, though the Biden Administration is still weighing a full TikTok ban in the U.S., which may still happen, even though the process has been delayed by legal and legislative challenges.

As I’ve noted previously, my sense here would be that TikTok won’t be banned in the U.S. unless there’s a significant shift in U.S.-China relations, and that relationship is always somewhat tense, and volatile to a degree.

If the U.S. government has new reason to be concerned, it may well move to ban the app. But doing so would be a significant step, and would prompt further response from the C.C.P.

Which is why I suspect that the U.S. government won’t act, unless it feels that it has to. And right now, there’s no clear impetus to implement a ban, and stop a Chinese-owned company from operating in the region, purely because of its origin.

Which is the real crux of the issue here. A TikTok ban is not just banning a social media company, it’s blocking cross-border commerce, because the company is owned by China, which will remain the logic unless clear evidence arises that TikTok has been used as a vector for gathering information on U.S. citizens.

Banning a Chinese-owned app because it is Chinese-owned is a statement, beyond concerns about a social app, and the U.S. is right to tread carefully in considering how such a move might impact other industries.

So right now, TikTok is not going to be banned, in Montana, or anywhere else in the U.S. But that could still change, very quickly.



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EU wants to know how Meta tackles child sex abuse

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The investigation is the first step in procedures launched under the EU's new online content law known as the Digital Services Act

The investigation is the first step in procedures launched under the EU’s new online content law known as the Digital Services Act – Copyright AFP Kirill KUDRYAVTSEV

The EU on Friday demanded Instagram-owner Meta provide more information about measures taken by the company to address child sexual abuse online.

The request for information focuses on Meta’s risk assessment and mitigation measures “linked to the protection of minors, including regarding the circulation of self-generated child sexual abuse material (SG-CSAM) on Instagram”, the European Commission said.

Meta must also give information about “Instagram’s recommender system and amplification of potentially harmful content”, it added.

The investigation is the first step in procedures launched under the EU’s Digital Services Act (DSA), but does not itself constitute an indication of legal violations or a move towards punishment.

Meta must respond by December 22.

A report by Stanford University and the Wall Street Journal in June this year said Instagram is the main platform used by paedophile networks to promote and sell content showing child sexual abuse.

Meta at the time said it worked “aggressively” to fight child exploitation.

The commission has already started a series of investigations against large digital platforms seeking information about how they are complying with the DSA.

It has sought more information from Meta in October about the spread of disinformation as well as a request for information last month about how the company protects children online.

The DSA is part of the European Union’s powerful regulatory armoury to bring big tech to heel, and requires digital giants take more aggressive action to counter the spread of illegal and harmful content as well as disinformation.

Platforms face fines that can go up to six percent of global turnover for violations.

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The North Face Delivered Jacket Via Helicopter After Viral TikTok Complaint

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The North Face Delivered Jacket Via Helicopter After Viral TikTok Complaint

  • Popular apparel brand The North Face posted a crazy marketing stunt on TikTok recently. 
  • In a video, they delivered a rain jacket to a woman at the top of a mountain in New Zealand via helicopter. 
  • The woman had complained in a viral TikTok that her waterproof jacket got soaked in the rain. 

The North Face pulled an elaborate marketing stunt on TikTok and delivered some rain gear via helicopter to a woman in New Zealand, whose complaint about the brand went viral on the platform. 

Jenn Jensen posted a TikTok video on November 17 showing herself on a hiking trail in the rain where she’s soaked whilst wearing a rain jacket sporting The North Face logo. 

“I’ve got a bone to pick with North Face,” Jensen says in the video which has racked up over 11 million views. “I bought this ‘rain jacket’ a couple of days ago and the tag for the advertising said that it’s waterproof. Well listen, I’m 100% sure that it’s raining outside and I’m soaking wet.” 

She added: “Listen… I don’t want a refund. I want you to redesign this rain coat to make it waterproof and express deliver it to the top of Hooker Valley Lake in New Zealand where I will be waiting.” 

She tagged The North Face’s TikTok page in her caption. In one comment a user named @timbrodini wrote: “*Northface has left the conversation.” 

The popular outdoor clothes brand made their own TikTok video in response to @timbrodini’s comment in which they said: “We were busy express delivering @Jenn her jacket at the top of mountain.”

In the TikTok video, a North Face employee can be seen grabbing a red jacket from one of its physical stores and then hopping onto a helicopter where he’s flown out to New Zealand. The man then jumps out of the helicopter at the top of the mountain and runs out to throw the jacket to Jensen who is waiting. 

She says “thank you” at the end of the video, which has also gone viral and gained 4.1 million views. 

Jensen then made a follow up video on her page explaining that The North Face’s marketing team saw her video and wanted to make “amends.” She said they flew her out by helicopter to the top of a mountain in New Zealand to give her new rain gear. 

“At this point the ultimate test will be if the new rain gear they gave me at the top of that mountain will hold up to the very high bar that North Face has now set for themselves,” she concluded at the end of the video. 

Some users speculated whether her original video was also a part of the marketing stunt but Jensen responded that she “turned down” the opportunity to be paid for the company’s follow up video. 

“I’m not an influencer, I was just a disappointed customer.” 

The marketing strategy appears to be a new way for brands to connect with customers by showing their care whilst also providing an entertaining video on social media. 

The North Face seems to be following the steps of the Stanley cup brand which recently went viral after gifting a woman a new car. The woman’s own car had burnt down, but in a TikTok video she showed that her insulated Stanley cup had survived the car fire and that the ice inside hadn’t even melted. 



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