딥러닝을 비롯한 인공기능과 영상처리 분야의 접목은 기존 물리보안의 기술적 한계를 뛰어넘어 새로운 기회의 장을 마련하고 있다. 하지만 딥러닝 기반 영상분석 기술도 지능형 영상감시가 필요한 실제 현장에서는 다양한 환경의 제약사항으로 인해 성능이 저하될 가능성이 높다. 본 논문에서는 실제 CCTV 환경의 영상 데이터를 확보하여 신경망을 이용한 지속적인 학습을 통해 영상분석의 성능을 개선하는 클라우드 기반 지능형 영상보안 플랫폼을 소개한다. 클라우드 기반 지능형 영상보안 플랫폼은 지자체 통합관제센터에서 수집한 CCTV 영상을 학습 데이터로 활용하여, 현장에서 신뢰받을 수 있는 사람 검출, 사람/차량 재식별, 열악 차량번호판 탐지 등의 지능형 영상분석 서비스를 제공할 수 있다.
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