Applications
Detection, inspection, tracking and scene understanding
Computer vision is the most widely deployed edge AI workload, spanning quality inspection, safety monitoring, people and vehicle analytics, and robotic guidance.
Representative platforms with the details engineering and procurement teams shortlist on.
Open-source vision model family covering detection, segmentation, classification, pose and oriented boxes.
GPU-accelerated SDK for building real-time video analytics pipelines on Jetson and x86 GPUs.
Open-source inference package and server that turns a computer or edge device into a vision deployment target.
Specifications are summarised from publicly published manufacturer material and are provided for orientation only. Always confirm current figures directly with the manufacturer before purchasing or designing in.
Chip manufacturer
Develops the Jetson family of edge system-on-modules, the DGX Spark desktop AI system and the JetPack, TensorRT and DeepStream software stacks used for edge inference, robotics and vision AI.
Santa Clara, California, United States
Chip manufacturer
Supplies the AM6xA and TDA4 processor families, which combine Arm application cores, vision and imaging accelerators and a deep learning accelerator for embedded vision, robotics and automotive designs.
Dallas, Texas, United States
Edge AI startup
Fabless company developing discrete edge AI processors, M.2 and PCIe accelerator modules and the Hailo AI Software Suite, spanning classic vision workloads and, with Hailo-10H, generative models.
Tel Aviv, Israel
Chip manufacturer
Produces the IMX500 intelligent vision sensor, a stacked CMOS image sensor with an integrated AI processing block and on-chip memory, supported by the AITRIOS edge AI sensing platform.
Atsugi, Kanagawa, Japan
Hardware manufacturer
Industrial computing manufacturer supplying modular fanless edge systems such as the MIC-770 series and GPU-dense edge AI servers such as the AIR-520 for factory and infrastructure deployments.
Taipei, Taiwan
Hardware manufacturer
Builds embedded computing modules and the DLAP family of deep learning acceleration platforms, including fanless Jetson-based inference systems with Power over Ethernet camera inputs.
Taoyuan, Taiwan
Hardware manufacturer
Designs fanless edge AI systems and carrier boards around NVIDIA Jetson modules, including wide-input, wide-temperature platforms for machine vision and mobile robotics integrators.
New Taipei City, Taiwan
Hardware manufacturer
Builds configurable industrial computers, including fanless systems with Intel Core Ultra processors and expansion for Hailo accelerators or NVIDIA graphics cards.
South Burlington, Vermont, United States
Computer vision company
Network video manufacturer producing cameras that run deep-learning analytics on the device through AXIS Object Analytics and the open AXIS Camera Application Platform.
Lund, Sweden
Computer vision company
Video surveillance manufacturer whose cameras include an on-board NPU for object detection, classification and licence plate recognition, with AI-assisted noise and bandwidth reduction.
Seongnam, South Korea
Software provider
Maintains the YOLO family of open-source vision models covering detection, segmentation, classification, pose estimation and oriented bounding boxes, dual-licensed under AGPL-3.0 and a commercial licence.
Frederick, Maryland, United States
Software provider
Provides computer vision tooling including the open-source Inference package and inference server, covering model loading, pre- and post-processing and workflow execution on edge devices.
Des Moines, Iowa, United States
Robotics company
Robotics manufacturer building mobile and industrial robots that rely on on-board perception and autonomy rather than remote compute.
Waltham, Massachusetts, United States