Lattice sensAI Studio

Simplifying Edge AI Deployments: Model Zoo, Training Tools, Quantizer, Simulation, Compiler.

Related Products

Related Applications

Unlock the power of AI at the edge with Lattice sensAI Studio—a streamlined, user-friendly development environment designed for deploying machine learning models effortlessly onto Lattice Semiconductor's low-power FPGA platforms.

Key Features
  • Easy-to-use Toolset: Empower developers, even those new to FPGA design, to quickly build, optimize, and deploy AI solutions.
  • Framework Compatibility: Seamlessly integrate your existing workflows using popular machine learning frameworks including TensorFlow, TensorFlow Lite, PyTorch, Keras, and ONNX.
  • Optimized for Efficiency: Achieve superior performance with built-in model optimization techniques such as pruning, quantization, and compression.
  • Neural Network Compiler: Efficiently compile neural network models directly for FPGA hardware, ensuring optimal performance and low latency.
  • Power-efficient FPGA Deployment: Tailored specifically for low-power FPGA families (iCE40 UltraPlus, CrossLink-NX, Certus-NX, and Avant), ideal for energy-sensitive edge applications.
  • Ready-to-Use Reference Designs: Accelerate your development cycle with pre-built and tested reference designs that span diverse use cases.
  • Production-Ready Models for HMI Applications: Utilize pre-optimized, production-grade AI models specifically tailored for human-machine interface (HMI) solutions.

Simplified End-to-End Workflow Lattice sensAI Studio covers the complete AI deployment journey:

  1. Model Selection or Creation: Choose or design and train your neural network model using your preferred framework.
  2. Optimization: Automatically optimize your AI models for maximum efficiency and minimum power consumption.
  3. Quantization: Convert models to lower precision formats, improving efficiency and reducing resource usage.
  4. FPGA Compilation: Easily compile and generate FPGA bitstreams directly within the studio.
  5. Deployment: Deploy your optimized AI solution swiftly onto your edge FPGA devices.

Lattice sensAI Studio

Applications Across Industries

Whether it's industrial, automotive, consumer electronics, or security, sensAI Studio empowers innovation across sectors by simplifying and accelerating AI deployment for the edge near-sensor.

Get started today and harness the full potential of edge AI with Lattice sensAI Studio.

Jump to

Videos

sensAI Studio
Expand Video

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.
Lattice FAD sensAI
Expand Video

Lattice sensAI: accelerating low power AI at the edge

The full-featured Lattice sensAI stack includes everything developers need to evaluate, develop and deploy FPGA-based Machine Learning / Artificial Intelligence solutions - modular hardware platforms, example demonstrations, reference designs, neural network IP cores, software tools for development, and custom design services.

Development Kits & Boards

Embedded Vision Development Kit

Board

Embedded Vision Development Kit

Three-board Video Interface Platform (VIP) modular kit. Includes 2 MIPI/D-PHY camera input, FPGA processing, HDMI output. More Input/Output boards available.
Embedded Vision Development Kit
CrossLink-NX-33 Voice and Vision Machine Learning Board

Board

CrossLink-NX-33 Voice and Vision Machine Learning Board

CrossLink-NX-33 Voice and Vision Machine Learning Board is designed using Crosslink-NX 33K, ideal for machine learning applications.
CrossLink-NX-33 Voice and Vision Machine Learning Board
CertusPro-NX Voice and Vision Machine Learning Board

Board

CertusPro-NX Voice and Vision Machine Learning Board

Design AI use cases for the Edge quickly! This board along with the Lattice sensAI solution stack provide the tools for developing vision and audio-based AI applications.
CertusPro-NX Voice and Vision Machine Learning Board

Custom Design Services

The Lattice sensAI stack includes an ecosystem of select, worldwide design service partners that can deliver custom solutions for a range of end-applications, including mobile, smart home, smart city, smart factory, and smart cars. Click here for more information on Lattice sensAI certified partners.

Documentation

Quick Reference
Downloads
TITLE NUMBER VERSION DATE FORMAT SIZE
Select All
Lattice sensAI™ ML Engine Simulator – User Guide​
FPGA-UG-02228 1.0 12/10/2024 PDF 349.1 KB
Lattice sensAI™ Neural Networks Training Environment – User Guide​
FPGA-UG-02226 1.0 12/10/2024 PDF 374.6 KB
Lattice sensAI™ Neural Networks Quantizer – User Manual​
FPGA-UG-02225 1.0 12/10/2024 PDF 288.8 KB
TITLE NUMBER VERSION DATE FORMAT SIZE
Select All
Lattice sensAI™ Neural Networks Training Environment - Installer​
12/10/2024 ZIP 3.9 MB
Lattice sensAI™ ML Engine Simulator - Installer​
12/10/2024 ZIP 26.4 MB
Lattice sensAI™ Neural Networks Quantizer - Installer​
12/10/2024 ZIP 3 MB

*By clicking on the "Notify Me of Changes" button, you agree to receive notifications on changes to the document(s) you selected.