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The first global, city-scale 3D map is taking shape, and it’s machine-readable. City-scale environments can now be reconstructed in high-fidelity, reaching a level of detail that is becoming almost indistinguishable from reality. This leap is made possible by large-scale mapping using just an Insta360 X5 and Over the Reality... show more

Over the Reality 🌐

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69,586 görüntüleme • 2 ay önce •via X (Twitter)

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And this is what I mean by city scale 3D Map! 30 minutes mapping with Insta360 X5, making our hometown, Udine, machine readable.

And this is what I mean by city scale 3D Map! 30 minutes mapping with Insta360 X5, making our hometown, Udine, machine readable.

Diego DT 🦇🔊 X 🏴

51,321 görüntüleme • 2 ay önce

Another city. Another full 3D Gaussian Splat reconstruction. This entire neighborhood was captured while walking with an Insta360 X5, then processed with our GPU pipeline and transformed into a high-fidelity, machine-readable 3D environment with Over the Reality. What you’re seeing is not an isolated virtual world. It’s a 3D digital twin of a real-world location, built from structured spatial data where every building, street, and detail can become usable by AI, robotics, and XR. And it’s happening at scale, across cities in more than 180 countries every day. Have an Insta360 X5 and want to become a mapper? Apply here: Want to build a 3D Gaussian Splat from a video you already recorded? Do it for free at powered by Over the Reality.

Another city. Another full 3D Gaussian Splat reconstruction. This entire neighborhood was captured while walking with an Insta360 X5, then processed with our GPU pipeline and transformed into a high-fidelity, machine-readable 3D environment with Over the Reality. What you’re seeing is not an isolated virtual world. It’s a 3D digital twin of a real-world location, built from structured spatial data where every building, street, and detail can become usable by AI, robotics, and XR. And it’s happening at scale, across cities in more than 180 countries every day. Have an Insta360 X5 and want to become a mapper? Apply here: Want to build a 3D Gaussian Splat from a video you already recorded? Do it for free at powered by Over the Reality.

Over the Reality 🌐

400,032 görüntüleme • 1 ay önce

Have you ever seen a robot walk along a waterfront, understand its surroundings, and look out at the sea? 🤖 Thanks to Over the Reality, this is possible. Places like this are mapped every day by our global community of 360 mappers. Using our technology, they are transformed into high-fidelity machine-readable 3D Gaussian Splats. This data can be used to: • navigate robots through the physical world • train AI and Visual Models • power VPS localization • anchor persistent XR content to real-world locations This is just one of more than 250,000 real-world locations already mapped by the Over the Reality community. And unlike traditional datasets, these places can be explored directly through a smartphone, browser, or XR headset, allowing anyone to navigate and experience them in first person. From city streets and waterfronts to landmarks and cultural sites, we're building one of the world's largest machine-readable maps for AI, robotics, and spatial computing.

Have you ever seen a robot walk along a waterfront, understand its surroundings, and look out at the sea? 🤖 Thanks to Over the Reality, this is possible. Places like this are mapped every day by our global community of 360 mappers. Using our technology, they are transformed into high-fidelity machine-readable 3D Gaussian Splats. This data can be used to: • navigate robots through the physical world • train AI and Visual Models • power VPS localization • anchor persistent XR content to real-world locations This is just one of more than 250,000 real-world locations already mapped by the Over the Reality community. And unlike traditional datasets, these places can be explored directly through a smartphone, browser, or XR headset, allowing anyone to navigate and experience them in first person. From city streets and waterfronts to landmarks and cultural sites, we're building one of the world's largest machine-readable maps for AI, robotics, and spatial computing.

Over the Reality 🌐

31,714 görüntüleme • 21 gün önce

Large-scale Gaussian splats have reached a new level of realism. This is a well-known temple in Bangkok, reconstructed as a high-fidelity 3D environment from 360 captures. At this level, the boundary between video and 3D starts to disappear. But what you’re looking at is not a video. It’s a dense spatial representation of a real place, where geometry, texture, and structure are preserved and made machine-readable. This kind of 3D data can power Visual AI, Robotics navigation, VPS localization, XR experiences, world models, and next-generation spatial computing systems. Built with Over the Reality.

Large-scale Gaussian splats have reached a new level of realism. This is a well-known temple in Bangkok, reconstructed as a high-fidelity 3D environment from 360 captures. At this level, the boundary between video and 3D starts to disappear. But what you’re looking at is not a video. It’s a dense spatial representation of a real place, where geometry, texture, and structure are preserved and made machine-readable. This kind of 3D data can power Visual AI, Robotics navigation, VPS localization, XR experiences, world models, and next-generation spatial computing systems. Built with Over the Reality.

Over the Reality 🌐

346,877 görüntüleme • 1 ay önce

Mapping with Over the Reality is now powered not only by smartphones, but also by Insta360 X5. If you own an Insta360 X5 and want to be part of it: 👉 Apply here: With 360 capture, contributors can cover significantly larger areas in a single session, turning daily walks into true city level mapping and building 3D infrastructure for AI, XR, and Robotics. Rewards are active, and we’re opening the Insta360 X5 Alpha Mapper Program to early contributors.

Mapping with Over the Reality is now powered not only by smartphones, but also by Insta360 X5. If you own an Insta360 X5 and want to be part of it: 👉 Apply here: With 360 capture, contributors can cover significantly larger areas in a single session, turning daily walks into true city level mapping and building 3D infrastructure for AI, XR, and Robotics. Rewards are active, and we’re opening the Insta360 X5 Alpha Mapper Program to early contributors.

Over the Reality 🌐

343,017 görüntüleme • 4 ay önce

🌴Today at #AWE2025, our CTO Brian McClendon shared how Niantic Spatial is building the future of geospatial intelligence. We’re combining object-level, street-scale, and aerial data to build highly precise 3D models—enabling centimeter-level localization and scaling spatial intelligence at a city-scale and beyond. 🚀 #NianticSpatial #GeospatialIntelligence #SpatialComputing #AR #RealWorldAI #LLMtoLGM #GeospatialAI #AugmentedReality #VPS #AI

🌴Today at #AWE2025, our CTO Brian McClendon shared how Niantic Spatial is building the future of geospatial intelligence. We’re combining object-level, street-scale, and aerial data to build highly precise 3D models—enabling centimeter-level localization and scaling spatial intelligence at a city-scale and beyond. 🚀 #NianticSpatial #GeospatialIntelligence #SpatialComputing #AR #RealWorldAI #LLMtoLGM #GeospatialAI #AugmentedReality #VPS #AI

Niantic Spatial 🌎

14,655 görüntüleme • 1 yıl önce

A museum in France. Accessible from anywhere in the world. One of our mappers captured the Musée Archéologique du Val-d'Oise, home to more than 35,000 archaeological artifacts and over 3,000 objects on display. Using an Insta360 X5 and Over the Reality's reconstruction technology, the entire museum, including its multiple floors, has been transformed into a high-fidelity 3D Gaussian Splat and digital twin. This means anyone can now explore the museum remotely, walk through its galleries, move across different floors, and experience the space as if they were there in person. What was once a physical location is now a machine-readable 3D environment, preserved digitally and accessible through a browser, smartphone, or XR headset. From museums and cultural landmarks to entire cities, Over the Reality has built the largest 3D map of the world. The link to explore the experience remotely is available in the first comment.

A museum in France. Accessible from anywhere in the world. One of our mappers captured the Musée Archéologique du Val-d'Oise, home to more than 35,000 archaeological artifacts and over 3,000 objects on display. Using an Insta360 X5 and Over the Reality's reconstruction technology, the entire museum, including its multiple floors, has been transformed into a high-fidelity 3D Gaussian Splat and digital twin. This means anyone can now explore the museum remotely, walk through its galleries, move across different floors, and experience the space as if they were there in person. What was once a physical location is now a machine-readable 3D environment, preserved digitally and accessible through a browser, smartphone, or XR headset. From museums and cultural landmarks to entire cities, Over the Reality has built the largest 3D map of the world. The link to explore the experience remotely is available in the first comment.

Over the Reality 🌐

27,027 görüntüleme • 14 gün önce

People are just realizing something important. One of the largest real-world visual datasets for AI was built by millions of users… without them even knowing it. At Over the Reality, we believe this should work differently. We are building a global 3D map of the world through a community that maps real places on purpose, and gets rewarded for every meaningful contribution. People helping build the global 3D map of the world can earn from $1 to $3 for each location mapped with a smartphone, or up to $18 per hour using an Insta360 X5. Apply here:

People are just realizing something important. One of the largest real-world visual datasets for AI was built by millions of users… without them even knowing it. At Over the Reality, we believe this should work differently. We are building a global 3D map of the world through a community that maps real places on purpose, and gets rewarded for every meaningful contribution. People helping build the global 3D map of the world can earn from $1 to $3 for each location mapped with a smartphone, or up to $18 per hour using an Insta360 X5. Apply here:

Over the Reality 🌐

288,752 görüntüleme • 3 ay önce

Robots are gaining spatial awareness with Over the Reality. 🤖 Powered by the world’s largest 3D dataset, we enable robots to see, sense, and collaborate in real-world environments. This early test shows how a Unitree Go2 perceives its surroundings through OVER’s VPS — on the right, the real life robot; on the left, its real-time perception of the position inside one of OVER’s 3D maps. Robotic spatial awareness is here, living in 155,000+ mapped locations and expanding every day. One step closer to Physical AI. Stay tuned for our upcoming ROS 2 integration, unlocking a universal framework for robotic perception leveraging OVER's infrastructure!

Robots are gaining spatial awareness with Over the Reality. 🤖 Powered by the world’s largest 3D dataset, we enable robots to see, sense, and collaborate in real-world environments. This early test shows how a Unitree Go2 perceives its surroundings through OVER’s VPS — on the right, the real life robot; on the left, its real-time perception of the position inside one of OVER’s 3D maps. Robotic spatial awareness is here, living in 155,000+ mapped locations and expanding every day. One step closer to Physical AI. Stay tuned for our upcoming ROS 2 integration, unlocking a universal framework for robotic perception leveraging OVER's infrastructure!

Over the Reality 🌐

263,788 görüntüleme • 8 ay önce

The physical world is becoming a new digital layer for Robotics, AI, and XR. With Over the Reality, you can help build it. Every place you visit can become a 3D map that powers this new infrastructure, simply by scanning it with your phone. And every location you map unlocks rewards, turning your daily walks into earnings or vouchers you can use everyday. It’s free to start. Comment “map” and we’ll send you access.

The physical world is becoming a new digital layer for Robotics, AI, and XR. With Over the Reality, you can help build it. Every place you visit can become a 3D map that powers this new infrastructure, simply by scanning it with your phone. And every location you map unlocks rewards, turning your daily walks into earnings or vouchers you can use everyday. It’s free to start. Comment “map” and we’ll send you access.

Over the Reality 🌐

379,791 görüntüleme • 2 ay önce

NeoTech 🤝 Google Maps Collaboration extended for 2025! NeoTech’s fleet is on the move 24/7 across Europe and now, Google Maps will continue using our equipment and camera systems to capture high-quality 360° imagery and 2D visuals for global map data. Why NeoTech? Speed, scale, and unmatched efficiency. From powering large-scale image capture to supporting real-time mapping workflows, this collaboration is growing, and so is the impact.

NeoTech 🤝 Google Maps Collaboration extended for 2025! NeoTech’s fleet is on the move 24/7 across Europe and now, Google Maps will continue using our equipment and camera systems to capture high-quality 360° imagery and 2D visuals for global map data. Why NeoTech? Speed, scale, and unmatched efficiency. From powering large-scale image capture to supporting real-time mapping workflows, this collaboration is growing, and so is the impact.

NeoTech

65,448 görüntüleme • 1 yıl önce

.Polymath is training world generation models to automate the creation of RL environments. Traditionally, RL environment generation has been bottlenecked by human data. Superintelligence will never be achieved by human data alone. Polymath is building the core technology to enable automated environment generation using far less human effort than traditionally required, and eventually none. This allows for more complex and realistic worlds, and higher quality, scale, and diversity of tasks. This will be essential to unlock RL scaling. The end goal is to create large-scale, long-horizon environments from a text description alone. This will enable the creation of worlds of arbitrary complexity and scale, which is foundational for training & evaluating autonomous, superintelligent AI agents. Congrats on the launch, Dylan Ma and Naren Yenuganti!

.Polymath is training world generation models to automate the creation of RL environments. Traditionally, RL environment generation has been bottlenecked by human data. Superintelligence will never be achieved by human data alone. Polymath is building the core technology to enable automated environment generation using far less human effort than traditionally required, and eventually none. This allows for more complex and realistic worlds, and higher quality, scale, and diversity of tasks. This will be essential to unlock RL scaling. The end goal is to create large-scale, long-horizon environments from a text description alone. This will enable the creation of worlds of arbitrary complexity and scale, which is foundational for training & evaluating autonomous, superintelligent AI agents. Congrats on the launch, Dylan Ma and Naren Yenuganti!

Y Combinator

44,192 görüntüleme • 3 ay önce

Scaling 3D scene data is a long-standing challenge in scene understanding, spatial reasoning, and robotics. Since scanning, reconstruction, and labeling are so labor-intensive, data scarcity has remained a major bottleneck. 🛑 To solve this, we propose SceneVerse++: Lifting Unlabeled Internet-level Data for 3D Scene Understanding (CVPR 2026). By reconstructing internet videos and annotating 3D scenes automatically, we’ve created a massive real-world dataset for end-to-end understanding. 🌐📐 SceneVerse++ makes it easy to scale "in-the-wild" 3D scenes toward more capable spatial reasoning systems. This significantly promotes progress in 3D VQA, visual navigation, and broader tasks in Embodied AI and Robotics. 🤖🦾 We are fully open-sourced! Check out the paper, code, and data here: 🌐 Project: 📄 Paper: 📊 Dataset: Code:

Scaling 3D scene data is a long-standing challenge in scene understanding, spatial reasoning, and robotics. Since scanning, reconstruction, and labeling are so labor-intensive, data scarcity has remained a major bottleneck. 🛑 To solve this, we propose SceneVerse++: Lifting Unlabeled Internet-level Data for 3D Scene Understanding (CVPR 2026). By reconstructing internet videos and annotating 3D scenes automatically, we’ve created a massive real-world dataset for end-to-end understanding. 🌐📐 SceneVerse++ makes it easy to scale "in-the-wild" 3D scenes toward more capable spatial reasoning systems. This significantly promotes progress in 3D VQA, visual navigation, and broader tasks in Embodied AI and Robotics. 🤖🦾 We are fully open-sourced! Check out the paper, code, and data here: 🌐 Project: 📄 Paper: 📊 Dataset: Code:

Siyuan Huang

12,595 görüntüleme • 1 ay önce

🇪🇺 Today it has been all about demos, and yes, our indoor navigation is finally live. We scanned and mapped the UnitedXR venue with centimetre-level precision. Key elements: 🔹 Digital Twins as enabling technology for Smart Cities 🔹 Visual Positioning Systems (VPS) 🔹 Accessibility and inclusivity as core design principles The future of Smart Cities is being built by you, one map at a time. Tomorrow: important meetings that will shape future European projects 🇪🇺.

🇪🇺 Today it has been all about demos, and yes, our indoor navigation is finally live. We scanned and mapped the UnitedXR venue with centimetre-level precision. Key elements: 🔹 Digital Twins as enabling technology for Smart Cities 🔹 Visual Positioning Systems (VPS) 🔹 Accessibility and inclusivity as core design principles The future of Smart Cities is being built by you, one map at a time. Tomorrow: important meetings that will shape future European projects 🇪🇺.

Over the Reality 🌐

32,123 görüntüleme • 6 ay önce

for physical AI to work in the real world, it needs high-fidelity 3D models of the real world. not just for visualization — for localization, spatial reasoning, and real-to-sim workflows that close the gap between training and deployment. at Niantic Spatial 🌎, we're turning Spexi drone imagery into exactly that — city-scale Gaussian splats grounded in the environments that matter most.

for physical AI to work in the real world, it needs high-fidelity 3D models of the real world. not just for visualization — for localization, spatial reasoning, and real-to-sim workflows that close the gap between training and deployment. at Niantic Spatial 🌎, we're turning Spexi drone imagery into exactly that — city-scale Gaussian splats grounded in the environments that matter most.

asim ᯅ

48,985 görüntüleme • 14 gün önce

[1/16] The real world is large, and we want our AI models to operate on the scale of reality. Over the past two years, my colleagues and I have developed fVDB, a deep learning framework for large-scale, high performance spatial intelligence. We finally announced this work at SIGGRAPH and have released the framework in early access. Here’s a small tour of what fVDB is, and what we’ve used it to do.

[1/16] The real world is large, and we want our AI models to operate on the scale of reality. Over the past two years, my colleagues and I have developed fVDB, a deep learning framework for large-scale, high performance spatial intelligence. We finally announced this work at SIGGRAPH and have released the framework in early access. Here’s a small tour of what fVDB is, and what we’ve used it to do.

Francis Williams

33,898 görüntüleme • 1 yıl önce

Earlier this year, AgiBot open-sourced a large-scale dataset of real-world humanoid robot tasks. Now, they've announced AgiBot Digital World, a large-scale simulation framework that includes an open-sourced dataset covering 180+ object categories and 12 core skills.

Earlier this year, AgiBot open-sourced a large-scale dataset of real-world humanoid robot tasks. Now, they've announced AgiBot Digital World, a large-scale simulation framework that includes an open-sourced dataset covering 180+ object categories and 12 core skills.

The Humanoid Hub

43,709 görüntüleme • 1 yıl önce

Robotics needs data. OVER delivers it. Robots aren’t just machines anymore, they’re becoming autonomous agents. The secret? A new generation of Physical AI Models. And the fuel? A global dataset built for scale. Let’s dive in 👇🧵

Robotics needs data. OVER delivers it. Robots aren’t just machines anymore, they’re becoming autonomous agents. The secret? A new generation of Physical AI Models. And the fuel? A global dataset built for scale. Let’s dive in 👇🧵

Over the Reality 🌐

24,934 görüntüleme • 8 ay önce

Excited to share this demo from Over the Reality! Watch our Unitree Go2 robodog navigating our office while reconstructing the 3D space in real-time using the VGGT-based foundation vision model. This is a prime example of machine perception in action, turning raw RGB camera feeds into rich, detailed 3D maps! The robodog's RGB cam generates a dense, textured 3D reconstruction via VGGT from a few photograms, capturing nuances like object shapes and surfaces with impressive fidelity (main view). Compare that to the standard LiDAR system (top right), it's sparser, more point-cloud focused, lacking the visual richness. Vision models are closing the gap fast! What's powering this? VGGT, a cutting-edge foundation model for 3D perception, trained on datasets orders of magnitude smaller than our massive OVER 3D maps dataset. Imagine the leap when we apply OVER's scale to VGGT-like transformer based architectures, denser reconstructions, better generalization, revolutionary for robotics, machine perception & AR! Stay tuned for more breakthroughs at the intersection of AI, robotics, and DePIN. We're building the future of Physical AI and Spatial Computing at Over the Reality 🌐 What do you think, ready for robodogs in your world? Drop your thoughts! 🤖🌐

Excited to share this demo from Over the Reality! Watch our Unitree Go2 robodog navigating our office while reconstructing the 3D space in real-time using the VGGT-based foundation vision model. This is a prime example of machine perception in action, turning raw RGB camera feeds into rich, detailed 3D maps! The robodog's RGB cam generates a dense, textured 3D reconstruction via VGGT from a few photograms, capturing nuances like object shapes and surfaces with impressive fidelity (main view). Compare that to the standard LiDAR system (top right), it's sparser, more point-cloud focused, lacking the visual richness. Vision models are closing the gap fast! What's powering this? VGGT, a cutting-edge foundation model for 3D perception, trained on datasets orders of magnitude smaller than our massive OVER 3D maps dataset. Imagine the leap when we apply OVER's scale to VGGT-like transformer based architectures, denser reconstructions, better generalization, revolutionary for robotics, machine perception & AR! Stay tuned for more breakthroughs at the intersection of AI, robotics, and DePIN. We're building the future of Physical AI and Spatial Computing at Over the Reality 🌐 What do you think, ready for robodogs in your world? Drop your thoughts! 🤖🌐

Over the Reality 🌐

359,647 görüntüleme • 9 ay önce

International Media is surprisingly stunned by the scale, magnitude and participation of families in Lahore Basant Festival. They can't believe that Lahore is such a modern and vibrant city. This Basant festival has raised the soft image of Pakistan at Global scale.

International Media is surprisingly stunned by the scale, magnitude and participation of families in Lahore Basant Festival. They can't believe that Lahore is such a modern and vibrant city. This Basant festival has raised the soft image of Pakistan at Global scale.

Faisal Ranjha

35,813 görüntüleme • 4 ay önce