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1-12608-Edge 13.45 AI Computing for Smart PC with Low Power FPGA.pdf

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1、1|Lattice Semiconductor ConfidentialEdge AI Computing for Smart PC with Low Power FPGALattice SemiconductorLattice Semiconductor Confidential2|Lattice Semiconductor ConfidentialAgenda Edge AI for Smart PC System Challenges Fully Flexible Solution With Lattice Low Power FPGA SummaryLattice Semiconduc

2、tor Confidential3|Lattice Semiconductor ConfidentialEdge Computing in Next Generation Smart PC TrendsAI CapableAware of surroundingUser detection&wellnessLattice Semiconductor Confidential4|Lattice Semiconductor ConfidentialEssential FeaturesWake on ApproachAttention TrackingLattice Semiconductor Co

3、nfidential5|Lattice Semiconductor Confidential5|Lattice Semiconductor ConfidentialPrivacy&SecurityLattice Semiconductor Confidential6|Lattice Semiconductor Confidential6|Lattice Semiconductor ConfidentialWellnessLattice Semiconductor Confidential7|Lattice Semiconductor ConfidentialAgenda Edge AI for

4、 Smart PC System Challenges Fully Flexible Solution With Lattice Low Power FPGA SummaryLattice Semiconductor Confidential8|Lattice Semiconductor ConfidentialContinuously evolutional AI features Gen 1 User presenceGen 2 User presence User attention Onlooker detectionGen 3 User presence User attention

5、 Onlooker detection User authentication Environment sensingGen 4 User presence User attention Onlooker detection User authentication Environment sensing Portrait segmentation User biological status More and more AI features are being explored by the industry Performance requirements are also upgradi

6、ngLattice Semiconductor Confidential9|Lattice Semiconductor ConfidentialExtremely strong system flexibilityHardware flexibilitySoftware flexibility Different image sensors Different AI feature requirements Seamless interfacing different modules Optional enhanced security Compliant with ECO system Di

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本文主要探讨了边缘人工智能计算在智能个人电脑(Smart PC)中的应用,以及如何通过Lattice Semiconductor的低功耗FPGA解决方案应对系统挑战。文章提出,智能PC需要在隐私安全、健康监测和生产力提升等方面具备高效的边缘AI能力。这一能力需要支持不断演进的AI特性,同时满足极低功耗的要求。 Lattice提供的端到端解决方案基于其行业领先的低功耗FPGA和SensAI栈,能够灵活配置硬件和软件,适应不同的图像传感器、AI特性需求和接口模块,同时符合ECO系统要求,支持不同服务框架,并与行业关键参与者协作。文章强调了Lattice FPGA在硬件灵活性、软件灵活性、极低功耗以及适应不断升级的性能要求方面的优势。通过AI模型与硬件的协同优化,Lattice FPGA实现了高效的边缘AI推理效率,并展示了其在28nm FD-SOI技术上的优势,包括更低的漏电电流、更高的系统级电磁干扰容限和适合AI计算的高嵌入式内存密度。 总结而言,Lattice的低功耗FPGA解决方案为智能PC提供了一个灵活、高效的边缘AI推理系统,满足了智能设备在隐私安全、健康监测和生产力提升方面的需求,同时满足了极低功耗的限制。
"智能PC边缘计算将如何影响我们的日常生活?" "如何通过Lattice低功耗FPGA实现灵活的智能边缘计算?" "未来智能PC将如何利用边缘AI技术提升用户体验?"
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