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Source channel @githubtrending · Post #15062 · Aug 15

#python#mllm#point_clouds#scene_understanding#spatial_intelligence SpatialLM is a powerful 3D language model that turns complex 3D point cloud data from videos, RGBD images, or LiDAR into clear, structured 3D scene layouts showing walls, doors, windows, and objects with labels. It works without needing special equipment and can detect user-specified object categories. This helps you understand and analyze indoor spaces better, useful for robotics, navigation, and 3D design. You can run it on your data, visualize results, and even customize detection tasks easily, making 3D scene understanding more accessible and flexible for many applications. https://github.com/manycore-research/SpatialLM

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@intnewsagency · Post #8609 · 03/18/2026, 12:53 PM

Russian Offensive in Zaporizhzhia Faces Heavy Losses Russian forces launched a spring-summer offensive in Zaporizhzhia using infantry, armor, motorcycles, and horses. Attempting to use fog for cover failed as Ukrainian troops effectively repelled assaults near Rodynske–Huliaipole. Over 900 Russian casualties were reported in 36 hours, with more than 500 just yesterday. The Ukrainian military continues to confidently hold the line despite enemy attempts at stealth. #Russia#Zaporizhzhia#AFU#offensive#war The main news of Russia and the world ishere.