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딥러닝을 이용한 얼굴인식 (Face Recogniton with Deep Learning)

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Open Face를 이용한 얼굴인식,구분 서비스 개발. 한대희 멘토 (http://slowcampus.com)
소프트웨어 마에스트로 6기 1단계2차 (2015년 9~11월) 프로젝트.
FaceNet, Open face, Face Recognition, Deep learning

Publié dans : Données & analyses
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딥러닝을 이용한 얼굴인식 (Face Recogniton with Deep Learning)

  1. 1. Team Oldboy Deep Learning을 이용한 Face Recognition 시스템 및 서비스 개발 Oldboy 멘토 한대희 멘티 정용은 김정현 지해성
  2. 2. Team Oldboy 팀 소개 멘토 한대희 M2Cloud 멘티 팀장 정용은 한양대학교 멘티 김정현 한국외국어대학교 멘티 지해성 건국대학교
  3. 3. Team Oldboy 관련뉴스
  4. 4. Team Oldboy 관련뉴스
  5. 5. Team Oldboy 관련뉴스
  6. 6. Team Oldboy 프로젝트 소개 Deep Learning을 이용한 Face Recognition 시스템 및 서비스 개발
  7. 7. Team Oldboy 얼굴 인식 개발 과정 #1 OpenCV Haar Cascading Filter Haar feature find Cascading
  8. 8. Team Oldboy 얼굴 인식 개발 과정 Learning 1.5% Learning 18.1% #2 Kaggle facial keypoints detection
  9. 9. Team Oldboy 얼굴 인식 개발 과정 제한 20회/분, 5000회/월#3 Microsoft Azure Face API
  10. 10. Team Oldboy 얼굴 인식 개발 과정 FaceNet DeepFace #4 Paper
  11. 11. Team Oldboy 얼굴 인식 개발 과정 FaceNet Model Structure Triplet Loss Convnet Architecture #4 Paper
  12. 12. Team Oldboy 프로젝트 주요 특징 Real Time Recognition Alarm Easy Use
  13. 13. Team Oldboy 시스템 구조 App - Android - Raspberry PI - Image Stream Server - Registration - Detection - Broadcasting Machine Learning - Training Face - Face Identification - Notify Alarm Face API Server
  14. 14. Team Oldboy Face Recognition Webcam Face Alignment 128d vector by CNN [0.2323421, -0.510210, … 0.0027821, 0.3141658] 128 Face API Server Face Detection Classification by SVM Image HOG Recognition
  15. 15. Team Oldboy Face API 소개 /request_register_face /request_face_detection [Request] formData data : { name : ‘jung’ } file[] : image files [Response] { result : 0, message : “error msg”, face : { id : 0, name : “jung”, thumbnail : “jung.png” } } [Request] formData data : { device_id : 2321, img : “base64 DataURL” } or data : { device_id : 2321 } file[] : image file [Response] { result : 0, message : “error msg”, detected_faces : [ { id : 0, name : “jung”, kind : 1, probability : 0.73, boundingbox”: [2,25,254,304], thumbnail : “jung.png }, ... ] }
  16. 16. Team Oldboy 데모
  17. 17. Team Oldboy 비즈니스 모델 CCTV Face ID Police Cam
  18. 18. Team Oldboy 비즈니스 모델 45,310 + 27,000 + 12,530 + 13,000 97,840 Police Cam 견적
  19. 19. Team Oldboy 감사합니다

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