Edge AI

Embedded artificial intelligence

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Practical embedded processing solutions for edge AI

Get the most out of your designs with high-performance computer vision, sensor fusion and AI processing with easily-programmable hardware accelerators. Design fast with Python, TensorFlow Lite, ONNX Runtime, TVM, GStreamer, Docker and ROS. Go to market in less time with production-ready solutions from the TI Edge AI ecosystem. 

Bring smart cameras, robots and intelligent machines to life

Upgrade your workspace with an 8 TOPS processor starter kit for AI vision and sensor fusion applications. Then explore software demos to find inspiration for your next project.

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8 TOPS edge AI starter kit, software demos, cloud development tools and TI Edge AI Academy— all for $249

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适用于 Edge AI 视觉系统的 TDA4VM 处理器入门套件

借助 TDA4VM 处理器入门套件,实现智能摄像头、机器人和智能机械。利用快速设置流程和各种基础演示和教程,您可以在一小时之内根据想象开始进行原型设计。此套件可实现 8 TOPS 的深度学习性能以及硬件加速的边缘 AI 处理,无需任何手动工具。仅使用 Linux 和业界标准 API(TensorFlow Lite、ONNX Runtime、TVM、GStreamer、Docker、ROS 和 OpenGL ES)即可在嵌入式应用中实现高速 AI。


Design fast with industry-standard APIs

Easily deploy AI models and accelerate deep learning, imaging, vision and multimedia functions with Python, TensorFlow Lite, ONNX Runtime, TVM, GStreamer, Docker, ROS and other industry standard APIs.

Lower-level software tools and middleware simplify development by automatically accelerating imaging, vision, multimedia and AI functions, so you can design fast. 


Add embedded intelligence with superior deep learning inference

TDA4x processors enable some of the highest fixed-point embedded deep learning inference per TOPS in the industry.

Reduce system power and cost with highly-integrated TDA4x processors


Deep learning accelerator

A matrix multiplication accelerator on a programmable DSP enables 4K 8-bit and 2K 16-bit fixed multiply accumulate per cycle and power efficiency (fps/watt) that rivals the best in the industry.


Computer vision accelerators

Computationally intensive low-level brute-force pixel processing tasks are offloaded to power-efficient hardware accelerators, enabling smaller system footprints and simplified power designs.


Smart memory & bus architecture

A high-bandwidth bus interconnect with a nonblocking infrastructure and large internal memory reduces DDR instances and increases system throughput and power savings.


Functional safety & security

Functional Safety-Compliant processors with integrated MCUs help you achieve certifications up to SIL-3, and integrated security features help you reduce system size and cost.

Designing an efficient Edge AI system with highly integrated processors

Efficient hardware acceleration for imaging, vision, multimedia and deep learning enable commercially viable edge AI systems optimized for performance, power, size, weight and cost. 

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Buy an elite production-ready processor for your design

TDA4x processors enable one of the highest fixed-point embedded deep learning inference capabilities in the industry.


基于深度学习技术的 L2/L3 近场分析系统的下一代 SoC 系列

Go to market in less time with the TI Edge AI ecosystem

Phytec System-on-module (SOM) Learn more
Allied Vision Camera and sensor Learn more
D3 Engineering Camera, radar, sensor fusion, hardware, drivers and firmware Learn more
Ignitarium AI services and robotics Learn more
RidgeRun Linux development, Gstreamer plugins and AI applications Learn more
Kudan Simultaneous localization and mapping (SLAM) Learn more
Amazon Web Services Cloud services for machine learning, model management and IoT Learn more
e-con Systems Camera design and services, imaging solutions, camera/ISP tuning and computer vision Learn more
SCUTTLE Robotics LLC SCUTTLE is an open-source, payload-ready mobile robot platform Learn more
FRAMOS Camera/ISP tuning, 3D cameras, imaging solutions and computer vision Learn more