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object-detection

OPEN SOURCE TOOLS, EDGE AI, OPEN MACHINE VISION

DEDICATED ROS 2 NODES FOR AI-ENABLED COMPUTER VISION TASKS

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ROS 2 nodes illustration When working on AI and computer vision customer projects we are often tasked with implementing complex software that uses multiple sources of information handled by different analysis and processing algorithms. The decision...
EDGE AI, OPEN SOURCE TOOLS

BENCHMARKING DEEP NEURAL NETWORKS ON NVIDIA JETSON AGX ORIN WITH KENNING

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Benchmarking on NVIDIA Jetson AGX Orin illustration Many of Antmicro’s commercial projects are based on the company’s open hardware boards for the NVIDIA Jetson ecosystem, with the NVIDIA Jetson Nano/Xavier NX baseboard leading the way as the most notable example. The most recent...
EDGE AI, OPEN SOURCE TOOLS

COMPARING OPTIMIZED MODELS USING RECENT DEVELOPMENTS IN KENNING

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Comparing models with Kenning illustration Antmicro’s Kenning framework, introduced during our work on the VEDLIoT edge AI research project, is being used in various local AI processing projects to create deployment flows and runtimes for Deep Neural Network applications...
EDGE AI, OPEN SOURCE TOOLS

REPRODUCIBLE CROSS-PLATFORM EDGE AI SYSTEMS WITH YOCTO

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Image illustrating reproducible systems Antmicro has been working with a large number of customers implementing AI software on embedded systems, helping utilize all the advantages of an open source-based approach. To achieve this we created a complete methodology...
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