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Lattice sensAI Solution Stack Simplifies Deployment of AI/ML Models on Smart Edge Devices
Supports TensorFlow Lite and Lattice Propel for Embedded Processor-based Designs; Includes New Lattice sensAI Studio Tool for Easy ML Model Training

 Lattice Semiconductor today announced enhancements to its award-winning Lattice sensAI™ solution stack for accelerating AI/ML application development on low power Lattice FPGAs. Enhancements include support for the Lattice Propel™ design environment for embedded processor-based development and the TensorFlow Lite deep-learning framework for on-device inferencing. The new version includes the Lattice sensAI Studio design environment for end-to-end ML model training, validation, and compilation. With sensAI 4.0, developers can use a simple drag-and-drop interface to build FPGA designs with a RISC-V processor and a CNN acceleration engine to enable the quick and easy implementation of ML applications on power-constrained Edge devices.

There is growing demand in multiple end markets to add support for low power AI/ML inferencing for applications like object detection and classification. AI/ML models can be trained to support applications for a range of devices that require low-power operation at the Edge, including security and surveillance cameras, industrial robots, and consumer robotics and toys. The Lattice sensAI solution stack helps developers rapidly create AI/ML applications that run on flexible, low power Lattice FPGAs.

“Lattice’s low-power FPGAs for embedded vision and sensAI solution stack for Edge AI/ML applications play a vital role in helping us bring leading-edge intelligent IoT devices to market quickly and efficiently,” said Hideto Kotani, Unit Executive, Canon Inc.

“With support for TensorFlow Lite and the new Lattice sensAI Studio, it’s now easier than ever for developers to leverage our sensAI stack to create AI/ML applications capable of running on battery-powered Edge devices,” said Hussein Osman, Marketing Director, Lattice.

Enhancements to the Lattice sensAI solution stack 4.0 include:

  • TensorFlow Lite – support for the framework reduces power consumption and increases data co-processing performance in AI/ML inferencing applications. TensorFlow Lite runs anywhere from 2 to 10 times faster on a Lattice FPGA than it does on an ARM® Cortex®-M4-based MCU.
  • Lattice Propel – the stack supports the Propel environment’s GUI and command-line tools to create, analyze, compile, and debug both the hardware and software design of an FPGA-based processor system. Even developers unfamiliar with FPGA design can use the tool’s easy-to-use, drag-and-drop interface to create AI/ML applications on low power Lattice FPGAs with support for RISC-V-based co-processing.
  • Lattice sensAI Studio – a GUI-based tool for training, validating, and compiling ML models optimized for Lattice FPGAs. The tool makes it easy to take advantage of transfer learning to deploy ML models.
  • Improved performance - by leveraging advances in ML model compression and pruning, sensAI 4.0 can support image processing at 60 FPS with QVGA resolution or 30 FPS with VGA resolution.

For More Information

To learn more about the Lattice technologies mentioned above, please visit:

2021052702 / 27.05.2021 / Electronic-components / Lattice Semiconductor /

Lattice sensAI Solution Stack Simplifies Deployment of AI/ML Models on Smart Edge Devices
Supports TensorFlow Lite and Lattice Propel for Embedded Processor-based Designs; Includes New Lattice sensAI Studio Tool for Easy ML Model Training

Lattice Brings Best-in-Class Embedded Vision Optimized FPGA to Automotive Applications
CrossLink-NX FPGAs Deliver Fast MIPI Performance to ADAS and In-Vehicle Infotainment Applications

Lattice Expands mVision Solutions Stack Capabilities
Latest Release Supports State-of-the-Art Image Sensors for Industrial, Automotive, and Medical Applications

Lattice Sentry Solutions Stack 2.0 Enhances Cyber Resiliency with New Expanded Capabilities
As the next step in its ongoing mission to deliver secure, cyber-resilient system control solutions, Lattice Semiconductor Corporation (NASDAQ: LSCC), the low power programmable leader, today announced the latest version of its solutions stack for secure system control, Lattice Sentry™ 2.0.

Lattice Announces Training Center for Award-Winning FPGAs and Solution Stacks
Created in Partnership with Leading European FPGA Consulting Firm, Lattice Education Competence Center to Focus Exclusively on Lattice Technologies

Lattice Launches 2nd Generation Security Solution with New Mach-NX FPGA for Next Generation, Cyber-Resilient Systems
Lattice Semiconductor Corporation announced the Lattice Mach™-NX FPGA family, the second generation in its successful line of secure control FPGAs.

Lattice Extends Industry-leading Security and System Control to Automotive Applications
MachXO3LF and MachXO3D FPGAs Support Extended Temperature Range for Automotive and other Ruggedized Applications

Lattice Sentry Solutions Stack and SupplyGuard Service Deliver End-to-End Supply Chain Protection with Dynamic Trust
##Sentry Stack Software Solution Delivers NIST-compliant, Real-time, Dynamic PFR Software Solution that Reduces Time-to-Market from Months to Weeks ##SupplyGuard Service Preserves Trust throughout Unprotected Supply Chains by Protecting Against Counterfeiting, Overbuilding, and Trojan Insertion

Lattice Radiant Software Tool Accelerates System Development for New Certus-NX FPGA-based Designs
Easy-to-Use, Best-in-Class FPGA Design Tool Also Supports SystemVerilog

Lattice Reinvents the Low Power, General-Purpose FPGA with New Certus-NX
Lattice Semiconductor launched the new Lattice Certus™-NX family of FPGAs. The devices lead the general-purpose FPGA market in I/O density, delivering up to twice the I/O density per mm2 in comparison to similar competing FPGAs, and provide best-in-class power savings, small size, reliability, instant-on performance, and support fast PCI Express (PCIe) and Gigabit Ethernet interfaces to enable data co-processing, signal bridging, and system control.

Lattice Accelerates FPGA-based Processor Design with New IP Ecosystem and Design Environment
Lattice Propel Provides RISC-V Support and a Robust IP Portfolio to Enable Development of Processor-based Systems in Minutes

Lattice sensAI 3.0 Solutions Stack Doubles Performance, Cuts Power Consumption in Half for Edge AI Applications
Enhanced Version of Award-winning Solutions Stack Now Available on Low Power, 28 nm FD-SOI-based Lattice CrossLink-NX FPGAs

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