🚀 Excited to introduce MetaSpatial! 🚀
It is the first RL framework to enhance 3D spatial reasoning in VLMs. By leveraging physics-aware RL, our model enables realistic and adaptive scene generation, unlocking possibilities for the metaverse, AR/VR, and game development.
🔗 github.com/PzySeere/Met...
It is the first RL framework to enhance 3D spatial reasoning in VLMs. By leveraging physics-aware RL, our model enables realistic and adaptive scene generation, unlocking possibilities for the metaverse, AR/VR, and game development.
🔗 github.com/PzySeere/Met...
March 15, 2025 at 7:23 PM
🚀 Excited to introduce MetaSpatial! 🚀
It is the first RL framework to enhance 3D spatial reasoning in VLMs. By leveraging physics-aware RL, our model enables realistic and adaptive scene generation, unlocking possibilities for the metaverse, AR/VR, and game development.
🔗 github.com/PzySeere/Met...
It is the first RL framework to enhance 3D spatial reasoning in VLMs. By leveraging physics-aware RL, our model enables realistic and adaptive scene generation, unlocking possibilities for the metaverse, AR/VR, and game development.
🔗 github.com/PzySeere/Met...
these types of comic are my fave (hypercubes! metaspatial determinism!) but do lead me to suspect that the Conceptualisation engine of your brain must run on nuclear fusion from a captured miniaturised star or something
November 21, 2023 at 2:27 PM
these types of comic are my fave (hypercubes! metaspatial determinism!) but do lead me to suspect that the Conceptualisation engine of your brain must run on nuclear fusion from a captured miniaturised star or something
rendered outputs, improving scene coherence progressively. Empirical evaluations demonstrate that MetaSpatial significantly enhances the spatial consistency and formatting stability of various scale models. Post-training, object placements are more [5/7 of https://arxiv.org/abs/2503.18470v1]
March 25, 2025 at 6:15 AM
rendered outputs, improving scene coherence progressively. Empirical evaluations demonstrate that MetaSpatial significantly enhances the spatial consistency and formatting stability of various scale models. Post-training, object placements are more [5/7 of https://arxiv.org/abs/2503.18470v1]
generated 3D layouts are coherent, physically plausible, and aesthetically consistent. Methodologically, MetaSpatial introduces an adaptive, iterative reasoning process, where the VLM refines spatial arrangements over multiple turns by analyzing [4/7 of https://arxiv.org/abs/2503.18470v1]
March 25, 2025 at 6:15 AM
generated 3D layouts are coherent, physically plausible, and aesthetically consistent. Methodologically, MetaSpatial introduces an adaptive, iterative reasoning process, where the VLM refines spatial arrangements over multiple turns by analyzing [4/7 of https://arxiv.org/abs/2503.18470v1]
the need for hard-coded optimizations. MetaSpatial addresses two core challenges: (i) the lack of internalized 3D spatial reasoning in VLMs, which limits their ability to generate realistic layouts, and (ii) the inefficiency of traditional supervised [2/7 of https://arxiv.org/abs/2503.18470v1]
March 25, 2025 at 6:15 AM
the need for hard-coded optimizations. MetaSpatial addresses two core challenges: (i) the lack of internalized 3D spatial reasoning in VLMs, which limits their ability to generate realistic layouts, and (ii) the inefficiency of traditional supervised [2/7 of https://arxiv.org/abs/2503.18470v1]
arXiv:2503.18470v1 Announce Type: new
Abstract: We present MetaSpatial, the first reinforcement learning (RL)-based framework designed to enhance 3D spatial reasoning in vision-language models (VLMs), enabling real-time 3D scene generation without [1/7 of https://arxiv.org/abs/2503.18470v1]
Abstract: We present MetaSpatial, the first reinforcement learning (RL)-based framework designed to enhance 3D spatial reasoning in vision-language models (VLMs), enabling real-time 3D scene generation without [1/7 of https://arxiv.org/abs/2503.18470v1]
March 25, 2025 at 6:15 AM
arXiv:2503.18470v1 Announce Type: new
Abstract: We present MetaSpatial, the first reinforcement learning (RL)-based framework designed to enhance 3D spatial reasoning in vision-language models (VLMs), enabling real-time 3D scene generation without [1/7 of https://arxiv.org/abs/2503.18470v1]
Abstract: We present MetaSpatial, the first reinforcement learning (RL)-based framework designed to enhance 3D spatial reasoning in vision-language models (VLMs), enabling real-time 3D scene generation without [1/7 of https://arxiv.org/abs/2503.18470v1]
Zhenyu Pan, Han Liu: MetaSpatial: Reinforcing 3D Spatial Reasoning in VLMs for the Metaverse https://arxiv.org/abs/2503.18470 https://arxiv.org/pdf/2503.18470 https://arxiv.org/html/2503.18470
March 25, 2025 at 6:15 AM
Zhenyu Pan, Han Liu: MetaSpatial: Reinforcing 3D Spatial Reasoning in VLMs for the Metaverse https://arxiv.org/abs/2503.18470 https://arxiv.org/pdf/2503.18470 https://arxiv.org/html/2503.18470
Earth Imaging Journal: Remote Sensing, Satellite Images, Satellite Imagery - MetaSpatial unveils Echo Survey to simplify site setout and monitoring by pdubey@v1-media.com
https://eijournal.com/news/products-2/metaspatial-unveils-echo-survey-to-simplify-site-setout-and-monitoring-2
https://eijournal.com/news/products-2/metaspatial-unveils-echo-survey-to-simplify-site-setout-and-monitoring-2
August 5, 2026 at 1:35 PM
Earth Imaging Journal: Remote Sensing, Satellite Images, Satellite Imagery - MetaSpatial unveils Echo Survey to simplify site setout and monitoring by pdubey@v1-media.com
https://eijournal.com/news/products-2/metaspatial-unveils-echo-survey-to-simplify-site-setout-and-monitoring-2
https://eijournal.com/news/products-2/metaspatial-unveils-echo-survey-to-simplify-site-setout-and-monitoring-2
Earth Imaging Journal: Remote Sensing, Satellite Images, Satellite Imagery - MetaSpatial unveils Echo Survey to simplify site setout and monitoring by pdubey@v1-media.com
https://eijournal.com/news/products-2/metaspatial-unveils-echo-survey-to-simplify-site-setout-and-monitoring-2
https://eijournal.com/news/products-2/metaspatial-unveils-echo-survey-to-simplify-site-setout-and-monitoring-2
August 5, 2026 at 1:35 PM
Earth Imaging Journal: Remote Sensing, Satellite Images, Satellite Imagery - MetaSpatial unveils Echo Survey to simplify site setout and monitoring by pdubey@v1-media.com
https://eijournal.com/news/products-2/metaspatial-unveils-echo-survey-to-simplify-site-setout-and-monitoring-2
https://eijournal.com/news/products-2/metaspatial-unveils-echo-survey-to-simplify-site-setout-and-monitoring-2
Earth Imaging Journal: Remote Sensing, Satellite Images, Satellite Imagery - MetaSpatial unveils Echo Survey to simplify site setout and monitoring by pdubey@v1-media.com
https://eijournal.com/news/products-2/metaspatial-unveils-echo-survey-to-simplify-site-setout-and-monitoring-2
https://eijournal.com/news/products-2/metaspatial-unveils-echo-survey-to-simplify-site-setout-and-monitoring-2
August 5, 2026 at 1:35 PM
Earth Imaging Journal: Remote Sensing, Satellite Images, Satellite Imagery - MetaSpatial unveils Echo Survey to simplify site setout and monitoring by pdubey@v1-media.com
https://eijournal.com/news/products-2/metaspatial-unveils-echo-survey-to-simplify-site-setout-and-monitoring-2
https://eijournal.com/news/products-2/metaspatial-unveils-echo-survey-to-simplify-site-setout-and-monitoring-2
Earth Imaging Journal: Remote Sensing, Satellite Images, Satellite Imagery - MetaSpatial unveils Echo Survey to simplify site setout and monitoring by pdubey@v1-media.com
https://eijournal.com/news/products-2/metaspatial-unveils-echo-survey-to-simplify-site-setout-and-monitoring-2
https://eijournal.com/news/products-2/metaspatial-unveils-echo-survey-to-simplify-site-setout-and-monitoring-2
August 5, 2026 at 1:35 PM
Earth Imaging Journal: Remote Sensing, Satellite Images, Satellite Imagery - MetaSpatial unveils Echo Survey to simplify site setout and monitoring by pdubey@v1-media.com
https://eijournal.com/news/products-2/metaspatial-unveils-echo-survey-to-simplify-site-setout-and-monitoring-2
https://eijournal.com/news/products-2/metaspatial-unveils-echo-survey-to-simplify-site-setout-and-monitoring-2
Earth Imaging Journal: Remote Sensing, Satellite Images, Satellite Imagery - MetaSpatial unveils Echo Survey to simplify site setout and monitoring by pdubey@v1-media.com
https://eijournal.com/news/products-2/metaspatial-unveils-echo-survey-to-simplify-site-setout-and-monitoring-2
https://eijournal.com/news/products-2/metaspatial-unveils-echo-survey-to-simplify-site-setout-and-monitoring-2
August 5, 2026 at 1:35 PM
Earth Imaging Journal: Remote Sensing, Satellite Images, Satellite Imagery - MetaSpatial unveils Echo Survey to simplify site setout and monitoring by pdubey@v1-media.com
https://eijournal.com/news/products-2/metaspatial-unveils-echo-survey-to-simplify-site-setout-and-monitoring-2
https://eijournal.com/news/products-2/metaspatial-unveils-echo-survey-to-simplify-site-setout-and-monitoring-2
Earth Imaging Journal: Remote Sensing, Satellite Images, Satellite Imagery - MetaSpatial unveils Echo Survey to simplify site setout and monitoring by pdubey@v1-media.com
https://eijournal.com/news/products-2/metaspatial-unveils-echo-survey-to-simplify-site-setout-and-monitoring-2
https://eijournal.com/news/products-2/metaspatial-unveils-echo-survey-to-simplify-site-setout-and-monitoring-2
August 5, 2026 at 1:35 PM
Earth Imaging Journal: Remote Sensing, Satellite Images, Satellite Imagery - MetaSpatial unveils Echo Survey to simplify site setout and monitoring by pdubey@v1-media.com
https://eijournal.com/news/products-2/metaspatial-unveils-echo-survey-to-simplify-site-setout-and-monitoring-2
https://eijournal.com/news/products-2/metaspatial-unveils-echo-survey-to-simplify-site-setout-and-monitoring-2
Earth Imaging Journal: Remote Sensing, Satellite Images, Satellite Imagery - MetaSpatial unveils Echo Survey to simplify site setout and monitoring by pdubey@v1-media.com
https://eijournal.com/news/products-2/metaspatial-unveils-echo-survey-to-simplify-site-setout-and-monitoring-2
https://eijournal.com/news/products-2/metaspatial-unveils-echo-survey-to-simplify-site-setout-and-monitoring-2
August 5, 2026 at 1:35 PM
Earth Imaging Journal: Remote Sensing, Satellite Images, Satellite Imagery - MetaSpatial unveils Echo Survey to simplify site setout and monitoring by pdubey@v1-media.com
https://eijournal.com/news/products-2/metaspatial-unveils-echo-survey-to-simplify-site-setout-and-monitoring-2
https://eijournal.com/news/products-2/metaspatial-unveils-echo-survey-to-simplify-site-setout-and-monitoring-2
Earth Imaging Journal: Remote Sensing, Satellite Images, Satellite Imagery - MetaSpatial unveils Echo Survey to simplify site setout and monitoring by pdubey@v1-media.com
https://eijournal.com/news/products-2/metaspatial-unveils-echo-survey-to-simplify-site-setout-and-monitoring-2
https://eijournal.com/news/products-2/metaspatial-unveils-echo-survey-to-simplify-site-setout-and-monitoring-2
August 5, 2026 at 1:35 PM
Earth Imaging Journal: Remote Sensing, Satellite Images, Satellite Imagery - MetaSpatial unveils Echo Survey to simplify site setout and monitoring by pdubey@v1-media.com
https://eijournal.com/news/products-2/metaspatial-unveils-echo-survey-to-simplify-site-setout-and-monitoring-2
https://eijournal.com/news/products-2/metaspatial-unveils-echo-survey-to-simplify-site-setout-and-monitoring-2
Earth Imaging Journal: Remote Sensing, Satellite Images, Satellite Imagery - MetaSpatial unveils Echo Survey to simplify site setout and monitoring by pdubey@v1-media.com
https://eijournal.com/news/products-2/metaspatial-unveils-echo-survey-to-simplify-site-setout-and-monitoring-2
https://eijournal.com/news/products-2/metaspatial-unveils-echo-survey-to-simplify-site-setout-and-monitoring-2
August 5, 2026 at 1:35 PM
Earth Imaging Journal: Remote Sensing, Satellite Images, Satellite Imagery - MetaSpatial unveils Echo Survey to simplify site setout and monitoring by pdubey@v1-media.com
https://eijournal.com/news/products-2/metaspatial-unveils-echo-survey-to-simplify-site-setout-and-monitoring-2
https://eijournal.com/news/products-2/metaspatial-unveils-echo-survey-to-simplify-site-setout-and-monitoring-2
Earth Imaging Journal: Remote Sensing, Satellite Images, Satellite Imagery - MetaSpatial unveils Echo Survey to simplify site setout and monitoring by pdubey@v1-media.com
https://eijournal.com/news/products-2/metaspatial-unveils-echo-survey-to-simplify-site-setout-and-monitoring-2
https://eijournal.com/news/products-2/metaspatial-unveils-echo-survey-to-simplify-site-setout-and-monitoring-2
August 5, 2026 at 1:35 PM
Earth Imaging Journal: Remote Sensing, Satellite Images, Satellite Imagery - MetaSpatial unveils Echo Survey to simplify site setout and monitoring by pdubey@v1-media.com
https://eijournal.com/news/products-2/metaspatial-unveils-echo-survey-to-simplify-site-setout-and-monitoring-2
https://eijournal.com/news/products-2/metaspatial-unveils-echo-survey-to-simplify-site-setout-and-monitoring-2
MetaSpatial says it improves 3D spatial reasoning in vision-language models. Read more: https://getnews.me/metaspatial-improves-3d-spatial-reasoning-in-vision-language-models/ #metaspatial #3dspatial #visionlanguagemodels
October 8, 2025 at 6:17 PM
MetaSpatial says it improves 3D spatial reasoning in vision-language models. Read more: https://getnews.me/metaspatial-improves-3d-spatial-reasoning-in-vision-language-models/ #metaspatial #3dspatial #visionlanguagemodels
Zhenyu Pan, Han Liu
MetaSpatial: Reinforcing 3D Spatial Reasoning in VLMs for the Metaverse
https://arxiv.org/abs/2503.18470
MetaSpatial: Reinforcing 3D Spatial Reasoning in VLMs for the Metaverse
https://arxiv.org/abs/2503.18470
March 25, 2025 at 9:59 AM
Zhenyu Pan, Han Liu
MetaSpatial: Reinforcing 3D Spatial Reasoning in VLMs for the Metaverse
https://arxiv.org/abs/2503.18470
MetaSpatial: Reinforcing 3D Spatial Reasoning in VLMs for the Metaverse
https://arxiv.org/abs/2503.18470
Live now:
www.reddit.com/r/androiddev...
#AndroidDev
"Hey Reddit! Mike, Davis & Travis from #Meta here 👋 Join our AMA Aug 27 at 10:30AM PT to talk about running Android apps on #MetaHorizonOS and turning them into VR experiences with #MetaSpatial SDK. Bring questions, feedback & your stories."
www.reddit.com/r/androiddev...
#AndroidDev
"Hey Reddit! Mike, Davis & Travis from #Meta here 👋 Join our AMA Aug 27 at 10:30AM PT to talk about running Android apps on #MetaHorizonOS and turning them into VR experiences with #MetaSpatial SDK. Bring questions, feedback & your stories."
From the androiddev community on Reddit
Explore this post and more from the androiddev community
www.reddit.com
August 27, 2025 at 5:46 PM
Live now:
www.reddit.com/r/androiddev...
#AndroidDev
"Hey Reddit! Mike, Davis & Travis from #Meta here 👋 Join our AMA Aug 27 at 10:30AM PT to talk about running Android apps on #MetaHorizonOS and turning them into VR experiences with #MetaSpatial SDK. Bring questions, feedback & your stories."
www.reddit.com/r/androiddev...
#AndroidDev
"Hey Reddit! Mike, Davis & Travis from #Meta here 👋 Join our AMA Aug 27 at 10:30AM PT to talk about running Android apps on #MetaHorizonOS and turning them into VR experiences with #MetaSpatial SDK. Bring questions, feedback & your stories."
50條數據解鎖空間智能，RL視覺語言模型3D空間推理框架MetaSpatial ｜西北大學
50條數據解鎖空間智能，RL視覺語言模型3D空間推理框架MetaSpatial ｜西北大學
丟掉SFT，撿起RL
www.headline01.com
March 22, 2025 at 11:00 AM
50條數據解鎖空間智能，RL視覺語言模型3D空間推理框架MetaSpatial ｜西北大學