![Page 1: Hanwha Techwin · 2017-11-06 · cctv 시스템에서 유의미한 정보 추출에 대한 사용자 반응 - VA has been the next big thing since at least 2005 and remains that way](https://reader033.vdocument.in/reader033/viewer/2022060303/5f08cb0c7e708231d423bf8d/html5/thumbnails/1.jpg)
Copyright ⓒ 2017 Hanwha Techwin. All rights reserved
Hanwha Techwin R&D Center
2017.10.31
Copyright ⓒ 2017 Hanwha Techwin. All rights reserved
![Page 2: Hanwha Techwin · 2017-11-06 · cctv 시스템에서 유의미한 정보 추출에 대한 사용자 반응 - VA has been the next big thing since at least 2005 and remains that way](https://reader033.vdocument.in/reader033/viewer/2022060303/5f08cb0c7e708231d423bf8d/html5/thumbnails/2.jpg)
Copyright ⓒ 2017 Hanwha Techwin. All rights reserved
Table of Contents
1. CCTV의 현재와 미래
2. Background
3. AI Edge Device for Surveillance
4. Future Plan
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CCTV의 현재와 미래
□ AI city
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H.264 & H.265
“24/7” video streams
Background (1/3)
□ CCTV 시스템에서 유의미한 정보 추출
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Background (2/3)
□ CCTV 시스템에서 유의미한 정보 추출
Max. size
Min. size
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![Page 6: Hanwha Techwin · 2017-11-06 · cctv 시스템에서 유의미한 정보 추출에 대한 사용자 반응 - VA has been the next big thing since at least 2005 and remains that way](https://reader033.vdocument.in/reader033/viewer/2022060303/5f08cb0c7e708231d423bf8d/html5/thumbnails/6.jpg)
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Background (3/3)
□ CCTV 시스템에서 유의미한 정보 추출에 대한 사용자 반응
- VA has been the next big thing since at least 2005 and remains that way today
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![Page 7: Hanwha Techwin · 2017-11-06 · cctv 시스템에서 유의미한 정보 추출에 대한 사용자 반응 - VA has been the next big thing since at least 2005 and remains that way](https://reader033.vdocument.in/reader033/viewer/2022060303/5f08cb0c7e708231d423bf8d/html5/thumbnails/7.jpg)
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Problem Definition (1/2)
□ AI Edge Device for Surveillance
- 신뢰도가 높은 객체(사람) 검출을 어떻게 할 것인가?
검출력
- 다양한 환경 및 외형 변화
- UHD vs. 원거리
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![Page 8: Hanwha Techwin · 2017-11-06 · cctv 시스템에서 유의미한 정보 추출에 대한 사용자 반응 - VA has been the next big thing since at least 2005 and remains that way](https://reader033.vdocument.in/reader033/viewer/2022060303/5f08cb0c7e708231d423bf8d/html5/thumbnails/8.jpg)
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Problem Definition (2/2)
□ AI Edge Device for Surveillance
- 신뢰도가 높은 객체(사람) 검출을 어떻게 할 것인가?
오검출
- 객체 間 형상 유사성
- Trade off (w/ 검출력)
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![Page 9: Hanwha Techwin · 2017-11-06 · cctv 시스템에서 유의미한 정보 추출에 대한 사용자 반응 - VA has been the next big thing since at least 2005 and remains that way](https://reader033.vdocument.in/reader033/viewer/2022060303/5f08cb0c7e708231d423bf8d/html5/thumbnails/9.jpg)
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Proposed Method
□ AI Edge Device for Surveillance
- Deep learning + Conventional CV
Pre-Processing Deep learning 기반
Object Detector Post-Processing
False LearningTM
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![Page 10: Hanwha Techwin · 2017-11-06 · cctv 시스템에서 유의미한 정보 추출에 대한 사용자 반응 - VA has been the next big thing since at least 2005 and remains that way](https://reader033.vdocument.in/reader033/viewer/2022060303/5f08cb0c7e708231d423bf8d/html5/thumbnails/10.jpg)
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AI Edge Device for Surveillance
□ Heterogeneous computing
- Deep learning 프로세서 (GPU, HW Accelerator) & Conventional CV 프로세서(CPU)
Tegra X1 10
![Page 11: Hanwha Techwin · 2017-11-06 · cctv 시스템에서 유의미한 정보 추출에 대한 사용자 반응 - VA has been the next big thing since at least 2005 and remains that way](https://reader033.vdocument.in/reader033/viewer/2022060303/5f08cb0c7e708231d423bf8d/html5/thumbnails/11.jpg)
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AI Edge Device for Surveillance
□ Deep learning based Object Detector
※ Speed/Accuracy Trade-Offs for Modern Convolutional Object Detectors Jonathan Huang, Vivek Rathod, Chen Sun, Menglong Zhu, Anoop Korattikara, Alireza Fathi, Ian Fischer, Zbigniew Wojna, Yang Song, Sergio Guadarrama, Kevin Murphy; The IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2017, pp. 7310-7311
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AI Edge Device for Surveillance
□ Deep learning based Object Detector
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![Page 13: Hanwha Techwin · 2017-11-06 · cctv 시스템에서 유의미한 정보 추출에 대한 사용자 반응 - VA has been the next big thing since at least 2005 and remains that way](https://reader033.vdocument.in/reader033/viewer/2022060303/5f08cb0c7e708231d423bf8d/html5/thumbnails/13.jpg)
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AI Edge Device for Surveillance
□ Deep learning based Object Detector 한계
- VGA급 영상 입력시 처리속도 : 10fps 내외 (FP16, TX1 Board 기준)
- 객체 사이즈: 최소 25x50
- 객체 거리: 약 20~30m
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![Page 14: Hanwha Techwin · 2017-11-06 · cctv 시스템에서 유의미한 정보 추출에 대한 사용자 반응 - VA has been the next big thing since at least 2005 and remains that way](https://reader033.vdocument.in/reader033/viewer/2022060303/5f08cb0c7e708231d423bf8d/html5/thumbnails/14.jpg)
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AI Edge Device for Surveillance
□ Deep Learning 입력 데이터 재구성 by Conventional CV
Pre-Processing Deep learning 기반
Object Detector Post-Processing
False LearningTM
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![Page 15: Hanwha Techwin · 2017-11-06 · cctv 시스템에서 유의미한 정보 추출에 대한 사용자 반응 - VA has been the next big thing since at least 2005 and remains that way](https://reader033.vdocument.in/reader033/viewer/2022060303/5f08cb0c7e708231d423bf8d/html5/thumbnails/15.jpg)
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AI Edge Device for Surveillance
□ Deep Learning 입력 데이터 재구성 by Conventional CV
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![Page 16: Hanwha Techwin · 2017-11-06 · cctv 시스템에서 유의미한 정보 추출에 대한 사용자 반응 - VA has been the next big thing since at least 2005 and remains that way](https://reader033.vdocument.in/reader033/viewer/2022060303/5f08cb0c7e708231d423bf8d/html5/thumbnails/16.jpg)
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AI Edge Device for Surveillance
□ False LearningTM
- MD 오검출 영역이 사람의 외형과 비슷한 경우에는 최종적으로 오검출 발생
[MD 오검출]
차량 앞유리에 반사된
나뭇가지 그림자,
바람에 의해 흔들리는 상황
[CNN Detector 오검출]
사람 상반신 외형과
유사한 MD 오검출 영역
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![Page 17: Hanwha Techwin · 2017-11-06 · cctv 시스템에서 유의미한 정보 추출에 대한 사용자 반응 - VA has been the next big thing since at least 2005 and remains that way](https://reader033.vdocument.in/reader033/viewer/2022060303/5f08cb0c7e708231d423bf8d/html5/thumbnails/17.jpg)
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AI Edge Device for Surveillance
□ Results
- Deep Learning 기반 객체검출(사람/차)이 원거리 객체 검출 성능 향상
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![Page 18: Hanwha Techwin · 2017-11-06 · cctv 시스템에서 유의미한 정보 추출에 대한 사용자 반응 - VA has been the next big thing since at least 2005 and remains that way](https://reader033.vdocument.in/reader033/viewer/2022060303/5f08cb0c7e708231d423bf8d/html5/thumbnails/18.jpg)
Copyright ⓒ 2017 Hanwha Techwin. All rights reserved
AI Edge Device for Surveillance
□ Results
- Deep Learning 기반 객체검출(사람/차)이 오검출 강인함
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![Page 19: Hanwha Techwin · 2017-11-06 · cctv 시스템에서 유의미한 정보 추출에 대한 사용자 반응 - VA has been the next big thing since at least 2005 and remains that way](https://reader033.vdocument.in/reader033/viewer/2022060303/5f08cb0c7e708231d423bf8d/html5/thumbnails/19.jpg)
Copyright ⓒ 2017 Hanwha Techwin. All rights reserved
AI Edge Device for Surveillance
□ Results
- Dataset : Techwin-Surveillance DB
Performance Motion Detection CNN Detector MD + CNN Detector
Detection Rate 82.2% 38.2% 80.4%
False Alarm Rate 25.6% 12.1% 11.6%
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![Page 20: Hanwha Techwin · 2017-11-06 · cctv 시스템에서 유의미한 정보 추출에 대한 사용자 반응 - VA has been the next big thing since at least 2005 and remains that way](https://reader033.vdocument.in/reader033/viewer/2022060303/5f08cb0c7e708231d423bf8d/html5/thumbnails/20.jpg)
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Future plan
□ 객체 분석 → 상황 분석
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감사합니다 .
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