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Accelerate Edge AI with Lattice sensAI

Artificial Intelligence (AI)06 Jun 2024
The image features the Lattice sensAI logo, with the word 'LATTICE' in uppercase yellow letters and 'sensAI' in bold black text. The 'AI' portion is stylized with a yellow swoosh.
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The Lattice sensAI solution stack is a comprehensive suite of tools and resources designed to accelerate the integration of flexible, low-power inferencing at the edge.

The full-featured Lattice sensAI stack includes everything you 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.

The Lattice’s FPGA-based machine learning solutions are highly flexible, easy to implement, low power (from under 1 mW - 5 W), small (package sizes starting at 5.5 mm2) and priced for high volume production.

Lattice can help you accelerate deployment of always-on, on-device AI into a wide range of Edge applications including mobile, smart home, smart city, smart factory, and smart car products with end-to-end solutions targeting HMI.

To learn more about Lattice sensAI and how Lattice can help you innovate your AI application development, visit Lattice sensAI.

A Lattice branded circuit board, specifically the CrossLink-NX Voice and Vision Machine Learning board. The board features various integrated circuits, connectors, and labeled pin headers. The board is black with gold mounting holes.

CrossLink-NX Voice and Vision Machine Learning Board

A board specifically designed with low power machine learning applications in mind, using CrossLink-NX 40K, a powerful FPGA with an AI accelerator.

A screenshot displays a software interface with a data processing workflow diagram. The diagram features colored blocks labeled with terms like 'count', 'hash', and 'pool', and includes visible numeric values such as 'pad 1', 'pad 2', and 'rank 2'. The background shows a log window with process details and a summary table.

Lattice Neural Network Compiler

Rapidly analyze, simulate, and compile various networks for implementation onto Lattice CNN/CNN Compact Accelerator IP cores.
 

A workflow diagram for Lattice sensAI Studio, illustrating the process of machine learning model development. The diagram includes steps such as model selection, data capture, transfer learning, training, optimization, and evaluation.

Lattice sensAI Studio

End to end Model Zoo, data labeling, model training, validation and deployment tool.
 

A schematic diagram illustrates the data flow from a camera to a computer using the CrossLink-NX Voice and Vision Board. The image highlights the CrossLink-NX40 module, a USB 3.1 controller, and a USB connection to a laptop. Key text elements include 'CrossLink-NX40', 'USB 3.1', and 'USB', providing clear identification of components and data transfer standards.

User Attention sensing Demo

The Lattice sensAI smart vision sensing technology tracks device user's attention and intent to use making edge devices smarter and more aware of their surroundings than ever before.

Rapidly analyze, simulate, and compile various networks for implementation onto Lattice CNN/CNN Compact Accelerator IP cores.
 

This image presents a workflow diagram for Lattice sensAI Studio, illustrating the process of machine learning model development. The flow includes steps such as model selection, data capture and labeling, transfer learning, training, optimization, and configuration. Visual elements include a dashboard visualization, various Lattice product names like iCE40 UltraPlus, CrossLink-NX, Certus-NX, and ECP5, and the sensAI Studio logo.

Object Classification Reference Design

A complete design example running on popular Lattice development boards (including FPGA RTL) include Neural Network Models and sample training datasets and scripts to recreate and update the example as needed. Same examples are provided through sensAI Studio.
 

Are you interested in any of the Lattice AI solutions?

Article Tags

Field Programmable Gate Arrays - FPGAs
Lattice Semiconductor
Artificial Intelligence (AI)
Machine Learning

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