3- Track 1_Arm_Liming Li.pdf

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1、Public 2023 Arm Technology(China)Co.,Ltd.Embedded World China 2023Liming Li|Senior Marketing Manager,Arm ChinaSparking the Next Generation of Arm-based Cloud-native Smart Camera Designs2Public 2023 Arm Technology(China)Co.,Ltd.Introduction to the Future of Smart CameraWhere are the changes happening

2、?Local NVRCashierless smart retailCloudFuture deploymentsObject detection on smart cameras Human presence detection and express authenticationSmart city(urban mobility,public safety,etc.)and much more.Current deployment is single function camera with limited cloud service3Public 2023 Arm Technology(

3、China)Co.,Ltd.Why Are the Changes Happening?Machine learning(ML)is everywhere Need an efficient way to make it easier to support multiple platforms with varying ML capabilities Security CamerasSmart HomeOccupancy and People Counting Consumer AppliancesIndustrial Vision(Quality Inspection etc.)Smart

4、DoorbellsMachine Learning4Public 2023 Arm Technology(China)Co.,Ltd.Review of Typical Native Only Development Flow Time-consuming to develop solutions including hardware,software and integrate cloud service provider(CSP)servicesRigid machine learning(ML)use case due to single ML-model deployment Lack

5、 of software ecosystem to deploy multiple ML applicationsOSCPUNPUISPML ApplicationTraining Data StoreTrain ModelModel OptimizationDeployment5Public 2023 Arm Technology(China)Co.,Ltd.Building an Arm-based Cloud-native Smart CameraPackage ModelCollaborateApp developer using DevOpsData scientist using

6、Machine LearningIoT EngineerModel Zoo(per target hardware)Arm Optimization ToolsArm Virtual HardwareRetrain model&Debug64Deploy multiple container images to support various machine learning workloads/servicesTarget platformCloudPublic 2023 Arm Technology(China)Co.,Ltd.Arm Vision Solution Makes it Ea