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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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Crypto M - Crypto News

@CryptoM · Post #65247 · 04/12/2026, 09:19 AM

🚀 STOCKS | Galaxy Securities Highlights Opportunities Amid Rising Oil Prices On April 12, Galaxy Securities released a report noting that March's Producer Price Index (PPI) turned positive year-on-year, driven by high oil prices and ongoing policy efforts. According to Jin10, the report emphasizes the potential for profit recovery in China's A-share market, particularly in upstream sectors. The report identifies several investment opportunities. Firstly, it suggests focusing on energy and alternative demand sectors, including coal, coal chemicals, new energy, shipping ports, and oil and gas. Additionally, there is potential for recovery in the non-ferrous metals sector, including precious and minor metals. Secondly, the report highlights defensive assets such as finance (banks), utilities, and transportation. Thirdly, it points to technology innovation and self-sufficiency sectors, including power equipment, energy storage, semiconductors, computing power, and communication equipment. In the consumer sector, it suggests focusing on agriculture, forestry, animal husbandry, fisheries, food and beverages, and household appliances. The report also notes that if there are signs of easing in ongoing conflicts, there could be significant recovery opportunities in previously oversold sectors. #GalaxySecurities#OilPrices#ProducerPriceIndex#ProfitRecovery#AShareMarket#UpstreamSectors#EnergySector#AlternativeDemand#Coal#NewEnergy#ShippingPorts#OilAndGas#NonFerrousMetals#PreciousMetals#DefensiveAssets#Finance#Utilities#Transportation#TechnologyInnovation#SelfSufficiency#PowerEquipment#EnergyStorage#Semiconductors#ComputingPower#CommunicationEquipment#ConsumerSector#Agriculture#FoodAndBeverages#HouseholdAppliances#RecoveryOpportunities