#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
🤖 Aqlni shubha ostiga qo‘yadigan kapcha!
Bir dasturchi “I’m Not a Robot” nomli sayt ishga tushirdi. Bu yerda odatdagi kapcha emas, balki inson ekanligingizni isbotlash uchun 48 ta sinovdan o‘tishingiz kerak bo‘ladi.
🔹 Boshlanishida oddiy — yo‘l belgilarini topish kabi topshiriqlar.
🔹 Keyin esa mantiqiy boshqotirmalar, hatto “X va O” o‘yinigacha boradi.
🔹 Har bir keyingi kapcha avvalgisidan qiyinroq.
Jarayon ancha vaqt oladi, diqqat va topqirlikni talab qiladi. Oddiy botlar bunga dosh berolmaydi. Lekin odam ham oxiriga yetgach, o‘zidan so‘raydi: “Buni men qildimmi?” 😄
👉Bizning barcha loyihalar | #captcha
https://altcha.org/
Free, open-source #Captcha alternative
ALTCHA uses a proof-of-work mechanism to protect your website, APIs, and online services from spam and unwanted content.
Unlike other solutions, ALTCHA is free, open-source and self-hosted, does not use cookies nor fingerprinting, does not track users, and is compliant with data-privacy regulations and accessible.