ラティス sensAI スタック

AIの推論を行うエッジアプリケーションの開発期間を短縮

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ラティス sensAI スタックは FPGA ベースの機械学習 / 人工知能 (AI) ソリューションの実装のための評価、開発、デプロイ、に必要なものすべてを提供します - それは、モジュール型ハードウェアプラットフォーム、サンプル用デモンストレーション回路、リファレンスデザイン、ニューラルネットワーク IP コア、開発ソフトウェア、そして、カスタムデザインサービス、です。

ラティス FPGA の機械学習ソリューションは柔軟度が高く、簡単に実装可能で、低消費電力 (約 1 mW 以下から 1 W)、小型 (パッケージサイズは 5 mm2から)で、量産時のコストにも競争力があります。

ラティスは、モバイル端末、スマートホーム、スマートシティ、スマートファクトリー、スマートカーを含む、多様なエッジアプリケーション用のオールウェイズ・オンでデバイス上での実行が可能な AI を開発するための期間短縮をお手伝いすることができます。

sensAI

リンクに飛ぶ

システム構成の具体例

以下の図は、FPGA が AI/ML ソリューションで使用される具体例です。ラティスの FPGA は、シンプルで低消費電力、小型のパワフルでスケーラブルな AI/ML ソリューションを提供します。ダウンロードして評価することが可能なハードウェアデモンストレーションをご覧ください。

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Pre-processor: Lattice FPGA AI Accelerator

  • Reduce System Power and Latency
    • Offload AI inferencing from the host SoC to the FPGA to enable real-time decision-making with minimal energy consumption.
  • Enable Always-On Intelligence at the Edge
    • Keep AI processing close to the sensor, enabling continuous, context-aware operation without relying on high-power computing.
  • Optimize Bandwidth and System Efficiency
    • Pre-process and filter sensor data locally, sending only meaningful results to the host—reducing data transfer and overall system load.

開発ソフトウェア

ニューラルネットワークコンパイラを含むラティス sensAI ソリューションスタックは、RTL 設計の経験なしで、TensorFlow、Caffe、Keras で設計されたネットワークを簡単にラティスの FPGA に実装することかできます。

ニューラルネットワークコンパイラの出力はラティスの FPGA 開発ツールフロー、ECP5 はラティス Diamond、iCE40 UltraPlus は Radiant、を介して、システム上の FPGA にデプロイされます。

  • ニューラルネットワークコンパイラ ‐ ラティス CNN / BNN コンパクトアクセラレータ IP コアに実装するために、ネットワークの解析、シミュレート、コンパイルを短時間で実行します。

ビデオ

Lattice_Industrial HMI_Thumbnail

LDC24 Demo - Industrial HMI

This demo showcases industrial human-machine interface (HMI) with advanced operated attention sensing and identification. Seamlessly connect with your machinery, gaining real-time insights and control.

LDC24 Demo - Driver Monitoring System_Thumbnail

LDC24 Demo - Driver Monitoring System on Lattice Avant™ FPGA

The driver monitoring system on the Lattice Avant FPGA, which uses advanced AI to analyze driver states like drowsiness and distraction through 3D facial landmarks and head pose analysis. This system runs complex pipelines efficiently, maintaining a 40 FPS rate.

LatticeLattice Drive 20 Driver MonitorThumbnail

LDC24 Guest Keynote – Dell “Future of AI based Context Sensing in Edge Devices”

Dell’s guest keynote session at the Lattice Developers Conference focusing on the integration of low power FPGAs in edge computing solutions. In this talk, Dell discussed how these technologies are driving advancements in data processing and AI at the edge, enabling more efficient and powerful computing capabilities.

Gesture & Gaze

Gesture & Gaze

This demo showcases the AI capabilities that Lattice sensAI™ will enable on future Lattice FPGAs, focusing on gesture and gaze tracking.
sensAI Studio

Lattice sensAI™ Studio

In this demo, users can explore the latest tools from Lattice. They will have the opportunity to run examples for FPGA simulation, neural network training, and compilation for specific devices.

Reference Designs

Barcode Detection Reference Design

Reference Design

Barcode Detection Reference Design

Exhibits the barcode detection using CertusPro-NX Voice & Vision Machine Learning Board & its camera barcode detection potential based on Yolov5 NN models.
CertusPro-NX 
Machine Learning/AI, Lattice sensAI, Barcode Detection 
Barcode Detection Reference Design
Defect Detection Reference Design

Reference Design

Defect Detection Reference Design

Enables real-time identification and classification of defects in manufacturing, assembly, and inspection processes at the edge.
CertusPro-NX 
D-PHY, OSPI, PCIe, USB, SPI, I2C, AXI, APB, Lattice sensAI 
Defect Detection Reference Design
Multi Object Detection Reference Design

Reference Design

Multi Object Detection Reference Design

Enables real-time detection, classification, and tracking of multiple objects in images and video streams at the edge.
CertusPro-NX 
D-PHY, OSPI, PCIe, USB, SPI, I2C, AXI, APB, Lattice sensAI 
Multi Object Detection Reference Design

Demos

Multi Object Detection Demonstration

Demo

Multi Object Detection Demonstration

Enabling real-time detection, classification, and tracking of multiple objects in diverse environments.
CertusPro-NX 
D-PHY, OSPI, PCIe, USB, SPI, I2C, AXI, APB, Lattice sensAI 
Multi Object Detection Demonstration
Barcode Detection Demonstration

Demo

Barcode Detection Demonstration

This demo implements an algorithm for barcode detection using the CertusPro-NX Voice and Vision Machine Learning Board.
CertusPro-NX 
Machine Learning/AI, Lattice sensAI, Barcode Detection 
Barcode Detection Demonstration
Defect Detection Demonstration

Demo

Defect Detection Demonstration

Enabling real-time detection and classification of defects in manufacturing, assembly, and inspection processes.
CertusPro-NX 
PCIe, USB, SPI, I2C, AXI, APB, D-PHY, OSPI, Lattice sensAI 
Defect Detection Demonstration
Human to Machine Interfacing Demonstration

Demo

Human to Machine Interfacing Demonstration

Human-to-machine interface demo uses FPGA-accelerated NN models for detecting, positioning, and identifying persons.
CrossLink-NX 
NN Models, Person Detection, UART, Lattice sensAI, sensAIEdgeVisionSDK 
Human to Machine Interfacing Demonstration

Development Kits & Boards

CertusPro-NX System on Module (SoM) Board

Board

CertusPro-NX System on Module (SoM) Board

CertusPro-NX SOM Board is a comprehensive platform for rapid prototyping, proof-of-concept development, and demonstration of high-performance embedded and AI-driven applications.
CertusPro-NX 
SOM, RPi, HyperRAM, MIPI, PCIe, Lattice sensAI 
CertusPro-NX System on Module (SoM) Board
CrossLinkU-NX System on Module (SoM) Board

Board

CrossLinkU-NX System on Module (SoM) Board

This SOM provides direct access to CSI-2 input, USB 3.1 Device interface, digital I/O, and an Always-On (AON) feature, enabling advanced functionality with lowest power footprint in compact designs.
CertusPro-NX 
SOM, RPi, HyperRAM, MIPI, PCIe, Lattice sensAI 

IP Cores

Advanced CNN Accelerator IP

IP Core

Advanced CNN Accelerator IP

Calculates full layers of Neural Network including convolution layer, pooling layer, batch normalization layer, and fully connected layer.
CertusPro-NX, Avant-E, Avant-X 
Machine Learning/AI, Lattice sensAI, Object Detection, Object Identification, Home Control Appliances & Security, IoT & Wearables, CNN Bundle, Avionics 
Advanced CNN Accelerator IP
CNN Plus Accelerator IP Core

IP Core

CNN Plus Accelerator IP Core

CNN Plus IP is a flexible accelerator IP that simplifies implementation of Ultra-Low power AI by leveraging capabilities of Lattice FPGAs.
CrossLink-NX, Certus-NX, CertusPro-NX 
Machine Learning/AI, Lattice sensAI, AR / VR & Drones, Home Control Appliances & Security, IoT & Wearables, Notebooks & PCs, Printers, Smart Toys & Robots, Tablets, UAVs, Automotive, CNN Bundle 
CNN Plus Accelerator IP Core

カスタムデザインサービス

ラティス sensAI スタックは、モバイル、スマートホーム、スマートシティ、スマートカーなどのさまざまな最終製品にカスタムソリューションを提供できる、ワールドワイドな設計サービスのエコシステム、を含んでいます。ラティス sensAI 認定パートナー企業に関する詳しい情報はこちらをご覧ください。

ドキュメント

Information Resources
Downloads
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Lattice sensAI Stack Product Brochure
I0265 8.0 4/4/2025 PDF 456.6 KB
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Human-Machine Interface Applications Enabled by Lattice sensAI Edge Vision Engine
WP-SB0004 1.0 5/20/2025 PDF 3.7 MB
Power-efficient, Always-on Vehicle Video Security—Multi-day Protection with No Compromise
WP-SB0005 1.0 9/30/2025 PDF 1.9 MB
Enhancing Human-Machine Interfaces with Advanced User Context Awareness
WP0045 1.0 7/9/2025 PDF 4.5 MB
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Lattice sensAI™ Solution Stack Documentation
To learn more about this product design and to access the complete documentation in GitHub, please click here. 		12/18/2025 WEB

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Awards

AI-ExcellenceAward-2025Expand Image

2025 AI Excellence Award

Edge AI category
Edge Awards - HonoreeExpand Image

2024 EDGE Awards Honoree

Machine Vision & Inspection category
2023 AI Excellence Award Avant sensAI - GraphicsExpand Image

2023 AI Excellence Award

Computer Vision category

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