Lattice Edge AI and FPGA Solutions

Purpose-Built Vision and Audio Intelligence for Far Edge, Near-Sensor Applications

Empowering Developers to Build Smarter, Faster Intelligence at the Far Edge

As the demand for intelligent, low-latency applications grows, developers are increasingly turning to AI solutions optimized for far edge, near-sensor applications. These solutions prioritize responsiveness, power efficiency, and compute constraints, and must be able to keep up with rapid changes in AI algorithms.

Lattice’s portfolio of edge AI FPGA hardware and software solutions simplifies the deployment of purpose-built, pre-trained AI models, making it easier to build and scale real-time edge intelligence for computer vision and audio applications in the automotive, industrial, and consumer markets. Lattice’s signature low power, small size FPGAs offer incredible life-long adaptability and parallel processing power. Having shipped over 50 million edge AI devices worldwide, Lattice provides a trusted path to scalable, low-latency innovation at the edge.

Embedded vision is a key application of this edge AI capability. Lattice FPGAs enable real-time image processing and computer vision directly at the sensor, eliminating the need to offload data to a central processor or the cloud. From object detection and gesture recognition to optical flow and image enhancement, Lattice solutions deliver the parallel processing performance required for demanding vision pipelines within tight power and footprint budgets. Pre-optimized neural network inference combined with Lattice's programmable fabric allows developers to rapidly adapt vision models as algorithms evolve, without redesigning hardware.

Want to learn more about Edge AI? Visit our What is Edge AI webpage.

Key Features

Production ready AI-Models
Purpose-Built, Pre-Trained AI Models
Pre-trained models for common vision and audio use cases reduce development time and effort.

Proven Global Adoption
Proven Global Adoption
Over 50 million edge AI devices shipped—trusted by leading developers and OEMs worldwide.

Multi-Platform Support
Multi-Platform Deployment Support
Run AI workloads across FPGAs, x86, and ARM CPUs, offering flexibility for diverse edge hardware.

Low Power, Low Latency
Low Power, Low Latency Performance
Optimized for near-sensor applications where energy efficiency and real-time response are critical.


End to End Development Workflow
End-to-End Development Workflow
Use Lattice sensAI Studio to train, quantize, compile, and deploy AI models seamlessly.

Visualization Tool and SDK
Visualization Tool and SDK
Lattice Edge Vision Engine provides a visualization tool for Lattice's computer vision models and SDK.

Framework Compatibility
Framework Compatibility
Seamlessly integrate your existing workflows using popular machine learning frameworks, including TensorFlow, Keras, and ONNX.

Ready-to-Use Ref designs
Ready-to-Use Reference Designs
Accelerate your development cycle with pre-built and tested reference designs that span diverse use cases.

    Jump to

    Products

    Lattice Nexus 2 GraphicExpand Image

    Lattice Nexus™ 2

    The Lattice Nexus 2 small FPGA platform provides advanced connectivity, optimized power and performance, and leading security.

    Lattice Nexus GraphicExpand Image

    Lattice Nexus™

    The Lattice Nexus small FPGA platform enables low power, high reliability, and high performance design.

    Lattice Avant GraphicExpand Image

    Lattice Avant™

    The Lattice Avant mid-range FPGA platform features class leading 25 Gbps SERDES, hardened PCIe® and external memory PHY interfaces.

    Avant-EExpand Image

    Lattice Avant™-E

    The Lattice Avant-E FPGA features high logic density, abundant DSPs, ample embedded memory, and LPDDR4 support, enabling low-latency, power-efficient AI processing ideal for real-time edge applications like vision, robotics, and industrial automation.

    CertusPro-NXExpand Image

    Lattice CertusPro™ NX

    The Lattice CertusPro-NX FPGA is optimized for edge AI applications, featuring up to 100k logic cells, ample on-chip memory, up to 156 DSPs, and low power consumption, while supporting LPDDR4, PCIe Gen3, and 10G SERDES, making it ideal for real-time, parallel processing near sensors with minimal latency.

    CrossLink-NXExpand Image

    Lattice CrossLink™-NX

    The Lattice CrossLink-NX FPGA is built for edge AI applications, offering up to 40k logic cells, high memory-to-logic ratio, and low power consumption, with hardened or software MIPI D-PHY support, PCIe or USB 3.2 interfaces options, making it ideal for embedded vision and AI inferencing.

    iCE40-UltraPlusExpand Image

    Lattice iCE40 UltraPlus™

    The Lattice iCE40 UltraPlus is perfect for very low power edge AI applications, featuring up to 5280 LUTs, ultra-low static current (75 µA), and soft neural network IPs, enabling always-on intelligence with efficient pattern matching and AI inferencing.

    Solution Stacks

    Solution StacksSenseAIExpand Image

    Lattice sensAI™

    The Lattice sensAI solution stack accelerates the integration of flexible, low power inferencing at the edge. It provides everything needed to evaluate, develop, and deploy FPGA-based machine learning and AI solutions.

    Solution StacksSensAI-StudioExpand Image

    Lattice sensAI Studio

    The Lattice sensAI Studio is a streamlined, user-friendly development environment for effortlessly deploying machine learning models onto Lattice's low power FPGA platforms. With Lattice sensAI Studio, developers can train, optimize, and deploy AI models using pre-trained assets or their own datasets, specifically targeting Lattice FPGAs.

    Solution StacksSens-Edge Vision EngineExpand Image

    Lattice sensAI™ Edge Vision Engine

    The Lattice sensAI Edge Vision Engine empowers developers with advanced AI and machine learning capabilities, featuring sophisticated computer vision functionalities and a camera viewer for effective visualization. It accelerates development by enabling quick integration of computer vision and audio AI on Lattice hardware and general-purpose processors.

    Services

    Lattice Design Group GraphicExpand Image

    Lattice Design Group

    The Lattice Design Group brings our team’s unmatched experience on Lattice products, software, and solutions to solve your application challenge.

    Videos

    FPGAs in Automotive: How To Make Vehicles Smarter and Safer with Always-on External Vehicle Monitoring
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    FPGAs in Automotive: How To Make Vehicles Smarter and Safer with Always-on External Vehicle Monitoring

    Low power FPGAs are at the core of the software-defined vehicle, enabling real-time sensor processing, high-speed data management, ADAS, security, and occupant monitoring. They deliver lower latency and greater flexibility than traditional processors. Watch this webinar to learn how FPGA-based solutions are driving smarter, safer vehicles, with insights into key strategies, real-world use cases, and emerging applications.

    Date: May 14, 2026 (English) Watch Now

    Lattice and NVIDIA Edge AI Solution
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    Lattice and NVIDIA Edge AI Solution

    Lattice Semiconductor and NVIDIA have developed an edge AI solution that simplifies and accelerates the deployment of intelligent edge systems by enabling rapid design of connectivity bridging applications from sensor to compute. The Sensor Bridge Reference design, implemented on the CertusPro-NX Sensor to Ethernet Bridge Board, seamlessly integrates with Nvidia Holoscan Sensor Bridge, offering programmable system control, configurable FPGA IP, and a full stack solution for data acquisition and processing, along with a standard API supporting various interfaces and protocols.

    FPGA for AI Acceleration
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    FPGA for AI Acceleration

    Because of their flexibility and programmability, FPGAs offer unique opportunities for AI acceleration. Thanks to a reconfigurable fabric for data processing, they can be deployed at the edge or in datacenters and servers. In this on-demand webinar, the panel will talk about how to design for FPGA with AI acceleration in mind, and what is required for success.

    Date: April 2, 2026 (English) Watch Now

    Lattice: Harnessing the FPGA Advantage in the Intelligent Edge
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    Lattice: Harnessing the FPGA Advantage in the Intelligent Edge

    In this talk, we explore the transformative power of FPGAs in edge computing. We discuss how FPGAs enable real-time data processing, enhance IoT devices, and revolutionize industries like autonomous vehicles and smart manufacturing and dive into innovative use cases that leverage the low power, low latency, and flexibility of FPGAs, unlocking new possibilities for an intelligent edge.

    Lattice sensAI™ Studio
    Expand Video

    Lattice sensAI™ Studio

    In this demo, users can explore the latest tools from Lattice, with the ability to run examples for FPGA simulation, neural network training, and device-specific compilation.

    Multi‑sensor 10GbE Aggregation for NVIDIA Holoscan Using Lattice FPGAs
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    Multi‑sensor 10GbE Aggregation for NVIDIA Holoscan Using Lattice FPGAs

    This demo highlights the DA322 Holoscan Adapter from Tauro Technologies, a compact multi‑sensor aggregation platform built on a low power Lattice CertusPro™‑NX FPGA. The solution supports four MIPI CSI‑2 camera inputs and aggregates HDMI, MIPI, or GMSL data into a single 10 GbE stream for efficient sensor ingest. Using RDMA, the platform feeds synchronized, high‑bandwidth data directly into NVIDIA Orin™ or Thor™ systems for real‑time visualization. With Precision Time Protocol (IEEE 1588‑2019), flexible multi‑function I/O, and an SFP+ 10 Gbps interface, the design enables scalable, space‑efficient sensor integration for advanced edge AI and visualization applications.

    Date: March 25, 2026 (English) Watch Now

    FPGA‑accelerated 3D Sensing for Humanoid Robot Manipulation
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    FPGA‑accelerated 3D Sensing for Humanoid Robot Manipulation

    This demo showcases a miniaturized 3D sensor module built on AIRY3D’s patented TDM technology, mounted on a humanoid robotic arm and interfaced with the Lattice CrossLink™-NX 40 FPGA. The FPGA offloads the majority of depth computation, reducing system load and enabling efficient operation alongside an application processor such as the NVIDIA Jetson Orin™ Nano. With a wide field of view and no occlusion, the sensor delivers accurate near‑field depth awareness. This capability opens new opportunities for robotic grasping, in‑hand manipulation, and end‑effector‑mounted perception, supporting more responsive and intelligent humanoid robotics systems.

    Date: March 25, 2026 (English) Watch Now

    Sensor Fusion - Radar, Lidar, Camera + Robot Arm Control
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    Sensor Fusion - Radar, Lidar, Camera + Robot Arm Control

    This demo processes radar, lidar, and camera sensors simultaneously, showcasing the fused data processing among the sensors in real time. It demonstrates the flexibility of I/O and the computing power to handle multiple sensors and machine learning (ML). Sensor data (camera, radar, pressure) is pre-processed by the FPGA and sent to the CPU (Raspberry Pi) over PCIe. The CPU controls the robot arm and sends position info back to the FPGA, which generates commands for the arm.

    Real-time AI Sensor Fusion with e-con Systems' Holoscan Camera Solutions Using Lattice FPGA for NVIDIA Jetson Thor Platform
    Expand Video

    Real-time AI Sensor Fusion with e-con Systems' Holoscan Camera Solutions Using Lattice FPGA for NVIDIA Jetson Thor Platform

    Watch this on demand webinar with experts from NVIDIA, e-con Systems, and Lattice demonstrating how Holoscan camera solutions leverage Lattice FPGAs to efficiently bridge and synchronize diverse sensors on the NVIDIA Jetson Thor platform.

    December 17, 2025 (English) Watch Now

    Q4 Arrow Drone WebinarExpand Image

    From Sensors to Swarms: Unlocking Real-Time UAV Intelligence with Low Power FPGA

    Discover how Lattice FPGAs are powering the next generation of smart, autonomous unmanned aerial vehicles (UAVs). Designed for low power and high reliability, these compact solutions enable real-time edge processing for both defense and commercial applications, including intelligence, surveillance, electronic warfare, agriculture, delivery, and public safety. Learn how they offload processors, adapt to any sensor, and deliver secure, mission-ready performance in the smallest form factors. Watch this webinar to learn more.

    November 6, 2025 (English) Watch Now

    Industrial HMI Demo: Intelligent Operator Recognition and Control
    Expand Video

    Industrial HMI Demo: Intelligent Operator Recognition and Control

    Experience a cutting-edge industrial human-machine interface (HMI) that features advanced operator attention sensing and identification. This demo enables seamless interaction with machinery, delivering real-time insights and precise control for enhanced operational efficiency.

    Date: September 14, 2025 (English) Watch Now

    Edge AI Model Deployment-HMI Case Study - ThumbnailExpand Image

    Edge AI Model Deployment: HMI Case Study

    Explore how to deploy edge AI human-machine interfaces (HMIs) in environments with tight thermal, power, memory, and compute constraints. As sensor networks grow and AI models push further to the edge, extracting real-time intelligence becomes both powerful and complex. In this on-demand webinar, you’ll learn practical strategies and gain expert guidance to overcome these challenges with low power FPGAs.

    Date: September 9, 2025 (English) Watch Now

    Documentation

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    Information Resources
    TITLENUMBERVERSIONDATEFORMATSIZE
    Select All
    Lattice sensAI Stack Product Brochure
    		I02658.04/4/2025PDF914.3 KB
    TITLENUMBERVERSIONDATEFORMATSIZE
    Select All
    Accelerating Implementation of Low Power Artificial Intelligence at the Edge
    		WP-00141.111/28/2018PDF1.2 MB
    Enhancing Human-Machine Interfaces with Advanced User Context Awareness
    		WP00451.07/9/2025PDF4.5 MB
    Human-Machine Interface Applications Enabled by Lattice sensAI Edge Vision Engine
    		WP-SB00041.05/20/2025PDF3.7 MB
    Lattice Crosslink-NX: Embedded Vision Processing at the Edge
    		1.01/18/2020PDF523.2 KB
    Lattice Holoscan Sensor Bridge Solution Speeds Deployment of Autonomous Machines with Physical AI
    		WP-SB00071.03/4/2026PDF2.4 MB
    Lattice sensAI 8.0 Low Power, Real-time AI for the Far Edge
    		WP00502.03/11/2026PDF3.3 MB
    Lattice sensAI Multi-object Detection for Intelligent Charging Stations
    		WP-SB00081.04/7/2026PDF2.8 MB
    Lattice sensAI Multi-object Detection for Traffic Data Collection Systems
    		WP-SB00101.05/3/2026PDF300.5 KB
    Lattice sensAI Multi-object Detection for Unattended Ground Sensor Systems
    		WP-SB00091.04/23/2026PDF298.2 KB
    Maximize Precision and Throughput with 3D Vision for Manufacturing and Industrial Robotics
    		WP-SB00111.06/23/2026PDF2.2 MB
    Multi-Object Detection at the Far Edge with Lattice sensAI 8.0
    		WP00492.03/19/2026PDF2.7 MB
    Power-efficient, Always-on Vehicle Video Security—Multi-day Protection with No Compromise
    		WP-SB00051.09/30/2025PDF1.9 MB
    Random Bin Picking Based On Structured-Light 3D Scanning
    		WP00432.05/22/2025PDF3.7 MB
    Sensor Hub For Near-Sensor Low-Latency Data Fusion In AI Systems
    		WP00442.05/22/2025PDF5.1 MB

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