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dynamic-maps/hard-intersection-multimodal-sample huggingface.co/datasets/dyna… Hard Intersection Multimodal Samples is a curated multimodal dataset of accident-prone urban intersection in Japan for autonomous driving research and development. It provides multi-camera images, trajectory, HD maps, semantic annotations, point cloud data, and 3DGS assets. A comprehensive, high-precision multimodal dataset of public road environments captured via an industrial-grade MMS equipped with high-performance IMU, GNSS, LiDAR, and cameras. Features raw sensor data (images, point clouds, trajectories), processed HDMaps, metric 3DGS, and HDMap-derived semantic images/point clouds.
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Ashok at CVPR "these are not hdmaps" "so it's really like low definition maps and it is interesting to design that way so that you know we don't take a large dependence on the maps" Tesla is mapping the roads.
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Elon always does the hard things. This is why he was against using sensor fusion and HDMaps for FSD. Waymo took the easy path. It gives quick wins but it will never scale. Elon took the hard path. It took longer but it will scale. Tesla wins.
Nikita Bier: Elon always takes the high road, he will always do the hard things When you’re a consumer product builder, you’re often looking for short-term growth hacks or quick wins. I’d present some of these options and he’d be like, "No, we’re going to do the hard thing I think that’s the reason so much wealth has been created with his companies and his shareholders, and why investors are ready to finance his next project He gives engineers the agency to do it and says, "Let’s make it two weeks, like rebuild the algorithm in two weeks," amazing things happen. It motivates them When you have very little communication overhead and small teams, these miracles happen. And that’s how he built a data center in two months when everyone said it would take years
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@MapmyIndia is pleased to announce the readiness of its High-Definition (HD) Map Data, with full coverage of Expressways and National Highways spanning over 150,000 km. This milestone, combined with MapmyIndia’s world-class navigation and ADAS software within the NCASE mobility suite for EVs, AVs, SDVs and AIDVs, further strengthens India’s ADAS and autonomous driving ecosystem. @mappls @MapmyIndia navigation solutions — accurate, fresh, and road-tested across millions of vehicles over multiple years — now offer OEMs a seamless upgrade path: from high-precision navigation to ADAS and autonomous capabilities, powered by SD and HD maps working in conjunction with software, hardware, and sensors. As vehicles evolve from assisted to autonomous functionality, HD and SD maps form a critical intelligence layer — enabling precise localization, lane-level awareness, contextual road understanding, and predictive safety. We also thank our partner Prashant AdvancedSurvey LLP for being part of our journey for HD data acquisition in this process. The future of autonomy is built on precision. And precision begins with trusted, indigenous maps — powered by Make in India MapmyIndia Maps. @rakeshverma1950 | @MapmyindiaVerma | @_rohanverma | @sapnaahuja #HDMaps #ADAS #AutonomousDriving #AutomotiveMaps #LocationIntelligence #IntelligentMobility #AIInAutomotive #MakeInIndia #FutureOfMobility #NavigatingMobilityIntelligently
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Replying to @alojoh
XPeng is following the right strategy (vision only, custom made silicon, data collection from the fleet), but I highly doubt they will make it in 2026, at least not without HDMaps. Please remember that Tesla needs 50,000 H100 GPUs to train FSD, China does not have access to that. What makes you think they can do it without this? China is developing its own AI Cluster technology with Huawei, but until it is ready at scale for XPeng to use it, plus the time needed to actually train, debug, and real world test the models (remember, if Tesla scales Robotaxi next year, it will have taken 18 months between FSD13 and Robotaxis at scale!), 2026 looks completely unreasonable. I think 2028 is the best-case scenario. I have always said the second OEM to crack FSD would be Chinese and probably XPeng, but 2026 sounds to me like a marketing scam (unless Lidar/HDMaps are used, but XPeng publicly said they would follow Tesla's vision-only strategy).
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🛰 Real-World Data. Decentralized. Open-Source. ROVR Network is building the world’s first open dataset for Spatial AI & Autonomy, and YOU can be part of it. 📅 AMA Today 🕓 July 26 — 16:00 UTC / 9:00 PDT 🎙 Join here → discord.gg/EzPrqKGA?event=13… We’ll explore: 🧠 Why we’re building a fully open, decentralized mapping network 🔍 “If Tesla doesn’t need LiDAR, why does ROVR?” 💡 Can teams actually use ROVR data in real-world commercial apps? 🔹 community Q&A #ROVRNetwork #DePIN #HDMaps #OpenDataset #SpatialAI #AutonomousDriving #LiDAR #Web3
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🚨 THE ROVR APP IS LIVE! 🚨 I’ve been waiting for this moment… and it’s finally here! No more .apk downloads or workarounds — it’s official, and it’s ready for everyone. 🥳📲 The @ROVR_Network app is officially available, and with just your smartphone and a TarantulaX or LightCone device, you can start scanning the world around you, contribute to the most accurate decentralized 3D map ever built, and earn $ROVR rewards while doing it. 💸🌍 Whether you're into RTK, LiDAR, or Web3 DePIN tech, this is one of the most promising real-world data protocols out there. 🔽 Download it now and start mapping the future: 📲 Google Play → play.google.com/store/apps/d… 📲 Apple App Store → apps.apple.com/us/app/rovr-n… 🌐 Web → rovr.network/#/download 💡 How it works: Scan your surroundings with cutting-edge accuracy Map in real time with RTK LiDAR Earn $ROVR tokens for your contributions to the decentralized HD map No more waiting. No more gatekeeping. This is how we build Web3 infrastructure from the ground up. 🧩 Got questions or want to connect with other mappers? Hop into the community and let’s build together: 🗨️ Discord → discord.com/invite/RjV3E3u4F… 📣 Telegram → t.me/ROVRNetwork Let’s scan, map, and earn. Let’s build the future of DePIN. 💥Want to know everything about ROVR? Check out my videos in this YouTube playlist 👇 youtube.com/playlist?list=PL… #DePIN #ROVR #HDMaps #Web3Mapping #LiDAR #RTK #Web3 #TarantulaX #LightCone #DecentralizedData #ScanMapEarn #PassiveIncome #DePINRevolution

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🚨 20,090,000 KILOMETERS MAPPED 🚨 ROVR has officially surpassed 20 million kilometers of decentralized HD map coverage, mapped by contributors across the globe using TarantulaX and LightCone hardware. 🌍 This isn’t just a number. 🛰️ Centimeter-level 3D spatial data 🚗 Real-world roads, mapped in real time 🧠 Infrastructure for ADAS, autonomous driving, robotics, VR/AR & AI model training ⚠️ Only 12 LightCones remain for Batch 2 Preorders → These pro-grade LiDAR units won’t last long. 💰 Earn $ROVR for every km you contribute 🛣️ Power the world’s most advanced decentralized HD map 📡 Help build the data layer of the future 🔗 Reserve your LightCone start mapping → shop.rovr.network/products/l… #DePIN #ROVR #HDMaps #3Ddata #4Ddata #Web3 #Mapping #LightCone #TarantulaX #AutonomousDriving #RTK #LiDAR #Robotics #OpenData
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🚨 ROVR App is LIVE! 🚨 The future of decentralized HD mapping is in your hands. You can now officially download the ROVR app on: 📱 Google Play → play.google.com/store/apps/d… 📱 Apple App Store → apps.apple.com/us/app/rovr-n… 🌐 Or visit: rovr.network/#/download 🔍 Use your smartphone TarantulaX or LightCone to start collecting high-quality 3D spatial data and earn $ROVR rewards. 📡 Scan. Map. Earn. Join the movement that's building the world's most accurate decentralized HD map. 💬 Need help? Jump into the community: Discord → discord.com/invite/RjV3E3u4F… Telegram → t.me/ROVRNetwork #DePIN #ROVR #HDMaps #Web3 #RTK #LiDAR
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🚨 ROVR NETWORK AMA ANNOUNCEMENT 🚨 Join us July 26th at 16:00 UTC / 9:00 PDT in the DC community voice channel for an open conversation on: 🔍 ROVR’s Open-Source Data Platform Get a first look at how we’re building a decentralized spatial data backbone powering: 🛣 Intelligent Transportation 🧠 Spatial AI 🌐 Community-driven infrastructure 📢 Ask questions. 🧩 Explore platform mechanics. 🛠 Dive into how TarantulaX, LightCone & $ROVR power it all. Don’t miss this one. 👉 Join here: discord.gg/RjV3E3u4F2 #DePIN #OpenSource #SpatialAI #ROVRNetwork #TarantulaX #LightCone #HDMaps
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🚨 NEW VIDEO: @FN_DePIN dives deep into @ROVR_Network 🔍 From hardware execution speed to tokenomics and the $GEOD burn model, this is must-watch DePIN content. 🎥 They’re calling ROVR “the only DePIN with 500 automotive-grade LiDAR devices shipping.” 👉 Watch now: youtube.com/watch?v=e5s9ClU8… #DePIN #ROVR #LiDAR #HDMaps #Web3 #SpatialAI #Geodnet $ROVR

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🔥🚨 FINAL CALL! 🚨🔥 Less than 6 HOURS left to enter the ROVR GIVEAWAY 🎁 👇 ENTER NOW DON'T MISS OUT 👇 gleam.io/ALU9Q/rovr-week-1-g… Win 1 of 5 TarantulaX devices, One of the best of DePIN hardware. 📡 Turn your phone into a mapping machine. 💰 Earn $ROVR. 🌍 Power the decentralized map. This is not just a giveaway, it’s your ticket into the future of Web3 infra. #GeoData #HDMaps #SpatialComputing #RTK #OpenMapping #MapToEarn
🚨 Day 2 of the ROVR Giveaway! 🚨 5x TarantulaX devices up for grabs, map your world, earn $ROVR 🕷🌍 ✅ Only 5 days left to enter 🎁 Bonus: 20% OFF for next 20 buyers with code: gleam 🎯Join now: gleam.io/ALU9Q/rovr-week-1-g… #DePIN #ROVR #TarantulaX #CryptoGiveaway
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Replying to @solana
☀️ Solana Summer, the ROVR way. Cruising with TarantulaX LightCone, mapping highways, city streets, and scenic detours. Every kilometer = real data, real rewards. No roof down, just LiDAR up. 📡 $ROVR season never takes a vacation. #ROVRNetwork #DePIN #SolanaSummer #HDMaps
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🚙 Community Spotlight: Suction-Mounted LC Bracket Shoutout to Yakob for sharing this insane setup using a suction mount for the LightCone. ✅ Perfect for glass/non-magnetic roofs ✅ No drilling, no magnets ✅ Feels bolted on, even though it isn’t 📸 This is what DePIN hustle looks like. #ROVRNetwork #LightCone #DePIN #HDMaps #ROVRCommunity
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📢 Just dropped: @DePINConnection x @ROVR_Network 🔹 18M km mapped w/ real customers 🔹 $2.6M raised — backed by @geodnet & @borderless_cap 🔹 LightCone = precision LiDAR that delivers #DePIN #LiDAR #HDMaps #Web3 #ROVR
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🚨 @DePINConnection just dropped one of the most in-depth interview with the ROVR Network team yet!👇 🔹 Building the world’s largest decentralized 3D geospatial data platform 🔹 $2.6M raised | Backed by GeoNet & Borderless 🔹 LightCone ≠ toy LiDAR, think centimeter precision at scale 🔹 18M km mapped | Real customers. Real revenue. 🔹 LC TX = Stack more passive income every drive 🚗💨 Watch it now: youtube.com/watch?v=0YdWN63Q… #DePIN #HDMaps #LiDAR #Web3 #AI
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🌍Progress powered by the ROVR community! This LiDAR point cloud shows the result of our collaboration with a leading HD map company: 🔹 White = static environment 🔹 Blue = dynamic objects (removed) Thanks to your data, we’ve successfully filtered out moving objects — leaving behind clean, high-quality static maps ready for HD mapping and autonomy. Every kilometer you drive strengthens the network. Together, we're not just collecting data, we're shaping the future of global mapping. Let’s keep building. #ROVR #DePIN #HDMaps #LiDAR #Web3Mapping
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Looking for high-precision spatial data for AI, mapping, or autonomy? We’ve got what you need. DM us here on X — let’s talk data. #SpatialData #AIData #Geospatial #3DMapping #LiDAR #HDMaps #ComputerVision #MachineLearning #AutonomousVehicles #Robotics #SLAM #SensorFusion #DePIN #Web3Data #DecentralizedInfrastructure #EdgeCompute #OpenData #TechInnovation #DataEconomy #NextGenAI
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This is insane. 🔥 RTK x LiDAR x DePIN = next-level precision. @ROVR_Network and @geodnet aren’t mapping the world — they’re rebuilding it in 3D. #DePIN #HDMaps #GeoD #LiDARRevolution
🎯 RTK vs No RTK — LiDAR SLAM accuracy, crystal clear. ROVR Network x @geodnet are rebuilding the world in centimeter-level HD maps 🧠🌍 Not just maps. Centimeter-level 3D truth #ROVR #GeoD #RTK #SLAM #LiDAR #HDMap #Web3Mapping
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