OpenCV

⚡ Speed up your Computer Vision code ⚡ Is your pipeline running slower than it should? You might be cloning/copying images too often — and paying the cost in memory allocations and data movement. 💡 Quick fixes: ✅ Prefer assignment (Mat B = A) unless you truly need an independent copy ✅ Reuse buffers (same Mat / same NumPy array where possible) ✅ Let OpenCV write in-place (many ops support input=output) ✅ In Python: avoid image.copy() unless necessary Fewer copies = more FPS for free. 🚫🧬➡️✅🎥 Learn more: https://vist.ly/4ibkj #OpenCV #ComputerVision #Performance #Optimization #Cplusplus #Python #DevTips #ImageProcessing #EdgeAI

⚡ Speed up your Computer Vision code ⚡ Is your pipeline running slower than it should? You might be cloning/copying images too often — and paying the cost in memory allocations and data movement. 💡 Quick fixes: ✅ Prefer assignment (Mat B = A) unless you truly need an independent copy ✅ Reuse buffers (same Mat / same NumPy array where possible) ✅ Let OpenCV write in-place (many ops support input=output) ✅ In Python: avoid image.copy() unless necessary Fewer copies = more FPS for free. 🚫🧬➡️✅🎥 Learn more: https://vist.ly/4ibkj #OpenCV #ComputerVision #Performance #Optimization #Cplusplus #Python #DevTips #ImageProcessing #EdgeAI

🚀 ROS 2 on macOS Silicon — One Big Step Forward! After months of debugging, patching, and polishing, I’m finally excited to share a first working demo of ROS 2 Kilted running natively on macOS Apple Silicon — including support for major robotics frameworks like: 🟦 Gazebo (Ionic) 🟪 ros2_control 🟩 MoveIt 2 🟧 Navigation2 This demo focuses on the ros_gz_bridge, showcasing real-time sensor and image data flowing seamlessly between ROS 2 and Gazebo Ionic. 👉 Even ros2_control is operating well — still verifying edge cases, but the core is finally stable. Over the past weeks, most of the related pull requests have been reviewed and merged upstream, which means macOS support should become visible in the community soon. 🎉 I haven’t published the kilted branch yet — planning to do that once I have solid demos for MoveIt 2 and Navigation2 as well. But the Humble branch is already functional, for anyone who wants to take a look: 🔗 https://lnkd.in/ehEtTSJz Seeing all these months of work finally come together feels incredibly rewarding. More updates (and demos!) coming soon. 🚀 #ROS2 #ROS #Robotics #RobotOperatingSystem #Softwarerobotics #Automation #ROSCommunity #RoboticsEngineering #RoboticsDevelopment #OpenSourceRobotics

Introducing the On-Device Visual Positioning System MultiSet Visual Positioning System We are building one of the first VPS systems to run AI inference entirely on-device. It took almost a year to optimize our deep learning models to deliver performance similar to using NVIDIA/CUDA hardware. With On-Device VPS, we use the available power—including the CPU, GPU, and Neural Engine—on phone chips to deliver lightning-fast inference on the device. To get started, see the first comment to use our On-Device Localization. A lot of hard work from the entire MultiSet Team, and especially Mohammad Aziz Mohiuddin

MuJoCo Rerun dataloader built by our community 👀 https://lnkd.in/djJYJj8K

Celebrating how Circuit Launch makes hardware less hard with a robot block party. Also Intrinsic AI for Industry competition, UBTech lands more factory orders for Walker and Figure in trouble.  (Some space available for startups at CL Mountain View - Oakland is full.)