使用 Qualcomm® AI Stack 加速新的 ML 模型.pdf

1、Accelerating Newer ML Models Using QualcommAI StackDr.Vinesh SukumarSr Director AI/ML ProductQualcomm Technologies,Inc.Snapdragon and Qualcomm branded products are products of Qualcomm Technologies,Inc.and/or its subsidiaries.On-deviceintelligence is paramountProcess data closest to the source,compl

2、ement the cloudPrivacyReliabilityLow latencyEfficient use of network bandwidthCenter of Gravity Moving to the EdgeHistoricallyIncreased DemandPersonalizationSecurityAutonomyEfficiency 2023 Qualcomm Technologies Inc.2AI Applications:Across Various SegmentsMobileCSSComputeCloudAutoAI Assisted ImagingA

3、I 3AScene-based Camera SelectionImage UnderstandingFace Detection/Tracking/FeaturesObject Detection/TrackingBody Detection/Tracking/PoseHuman SegmentationBeautify/Augment/GamingScene-based Image EnhancementImage ProcessingAI based NR or Image SRScene-based Camera SelectionAudioReal time languageNatu

4、ral language processing(NLP)ModemSensor Fusion(Cont.awareness)Modem RF E2E(Tuners.)RoboticsAutonomous navigationObstacle AvoidanceProductivity Background based noise cancellation on Audio(inbound and outbound)Segmentation/Blur/Super Resolution on VideoData CentersNatural language processing Computer

5、 visionRecommendation system Edge ComputeTheft detectionFace/body/license plate detection/recognitionImage classification and segmentationIVIOccupancy monitoring system(OMS)Driver monitoring system(DMS)Surround perceptionAudio Command&ControlRetailVisitor/Face/Gesture RecognitionObject/People Detect

6、ion and CountingBarcode decodingPrivacy&SecurityAutomatic screen unlock and loginPrivacy alertGuard modeADAS(Up to L4)Highway driving assist Front collision warninglane departure,Traffic jam assistAuto lane change Auto lane merge Traffic light recognitionConstruction zonesUrban autonomous drivingPar