利用计算机视觉重塑智慧城市

Reinventing Smart Cities with Computer VisionVaibhav GhadiokCTOHayden AIHayden AI2State of New York Bus Lanes (2020)Hayden AI3What if Buses Could Run Without Obstructions?Cloud4Context & LPR CameraAntennaJ1939Hayden Perception PlatformHayden AIPortalOn-Device Processing5Hayden AI6One Device -Multiple Use CasesBus StopDouble ParkingBike Lane•Edge Processing is Critical•4 GB/hrx 10 hrs/day x 30 days = 1.2 TB•A unique advantageSalient Aspects7Hayden AIHuman ReviewModels in CloudEdge ProcessorHayden AI8Perception ChallengesHayden AI9License Plate?Hayden AI10Is This a Vehicle?Hayden AI11Is This a Vehicle?How Do Startups Work with Govt Agencies?12Hayden AI•Technology•Performance•98.05% F1 Score (precision & recall) vs 90% FP rate•Cost•Obsessively customer focused & responsive•Referrals•PilotsBusiness Model13Hayden AI•Revenue model•Large multi-year contracts•HaaS–Hardware as a Service•Hardware + SaaSExtremely Rich Urban Area Focused Data 15Smart City InsightsSmart City InsightsTake Aways17Hay